{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:37:06.502581Z",
     "start_time": "2025-11-23T07:37:06.240266Z"
    }
   },
   "source": [
    "import os\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import datetime as dt\n",
    "from wordcloud import WordCloud\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings('ignore', category=DeprecationWarning)\n",
    "warnings.filterwarnings('ignore')"
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:37:11.107277Z",
     "start_time": "2025-11-23T07:37:09.688962Z"
    }
   },
   "cell_type": "code",
   "source": [
    "base_path = \"./data\"\n",
    "files = os.listdir(base_path)\n",
    "print(\"Available files:\", files)\n",
    "for file in files:\n",
    "    if file.endswith(\".xlsx\"):\n",
    "        data = pd.read_excel(os.path.join(base_path, file), sheet_name='Year 2009-2010')\n",
    "    elif file.endswith(\".csv\"):\n",
    "        data = pd.read_csv(os.path.join(base_path, file))\n",
    "print(\"Dataset Loaded Successfully!\")\n",
    "print(f\"Shape of dataset: {data.shape}\")\n",
    "print(data.head(10))"
   ],
   "id": "ccf7a447b1424e31",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Available files: ['online_retail_II.csv']\n",
      "Dataset Loaded Successfully!\n",
      "Shape of dataset: (1067371, 8)\n",
      "  Invoice StockCode                          Description  Quantity  \\\n",
      "0  489434     85048  15CM CHRISTMAS GLASS BALL 20 LIGHTS        12   \n",
      "1  489434    79323P                   PINK CHERRY LIGHTS        12   \n",
      "2  489434    79323W                  WHITE CHERRY LIGHTS        12   \n",
      "3  489434     22041         RECORD FRAME 7\" SINGLE SIZE         48   \n",
      "4  489434     21232       STRAWBERRY CERAMIC TRINKET BOX        24   \n",
      "5  489434     22064           PINK DOUGHNUT TRINKET POT         24   \n",
      "6  489434     21871                  SAVE THE PLANET MUG        24   \n",
      "7  489434     21523   FANCY FONT HOME SWEET HOME DOORMAT        10   \n",
      "8  489435     22350                            CAT BOWL         12   \n",
      "9  489435     22349       DOG BOWL , CHASING BALL DESIGN        12   \n",
      "\n",
      "           InvoiceDate  Price  Customer ID         Country  \n",
      "0  2009-12-01 07:45:00   6.95      13085.0  United Kingdom  \n",
      "1  2009-12-01 07:45:00   6.75      13085.0  United Kingdom  \n",
      "2  2009-12-01 07:45:00   6.75      13085.0  United Kingdom  \n",
      "3  2009-12-01 07:45:00   2.10      13085.0  United Kingdom  \n",
      "4  2009-12-01 07:45:00   1.25      13085.0  United Kingdom  \n",
      "5  2009-12-01 07:45:00   1.65      13085.0  United Kingdom  \n",
      "6  2009-12-01 07:45:00   1.25      13085.0  United Kingdom  \n",
      "7  2009-12-01 07:45:00   5.95      13085.0  United Kingdom  \n",
      "8  2009-12-01 07:46:00   2.55      13085.0  United Kingdom  \n",
      "9  2009-12-01 07:46:00   3.75      13085.0  United Kingdom  \n"
     ]
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:38:00.087270Z",
     "start_time": "2025-11-23T07:37:59.785986Z"
    }
   },
   "cell_type": "code",
   "source": "data.info()",
   "id": "c262cf6deaaf7c6e",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1067371 entries, 0 to 1067370\n",
      "Data columns (total 8 columns):\n",
      " #   Column       Non-Null Count    Dtype  \n",
      "---  ------       --------------    -----  \n",
      " 0   Invoice      1067371 non-null  object \n",
      " 1   StockCode    1067371 non-null  object \n",
      " 2   Description  1062989 non-null  object \n",
      " 3   Quantity     1067371 non-null  int64  \n",
      " 4   InvoiceDate  1067371 non-null  object \n",
      " 5   Price        1067371 non-null  float64\n",
      " 6   Customer ID  824364 non-null   float64\n",
      " 7   Country      1067371 non-null  object \n",
      "dtypes: float64(2), int64(1), object(5)\n",
      "memory usage: 65.1+ MB\n"
     ]
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:38:31.376630Z",
     "start_time": "2025-11-23T07:38:31.186476Z"
    }
   },
   "cell_type": "code",
   "source": "display(data.describe())",
   "id": "7416d1571d3c65b7",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "           Quantity         Price    Customer ID\n",
       "count  1.067371e+06  1.067371e+06  824364.000000\n",
       "mean   9.938898e+00  4.649388e+00   15324.638504\n",
       "std    1.727058e+02  1.235531e+02    1697.464450\n",
       "min   -8.099500e+04 -5.359436e+04   12346.000000\n",
       "25%    1.000000e+00  1.250000e+00   13975.000000\n",
       "50%    3.000000e+00  2.100000e+00   15255.000000\n",
       "75%    1.000000e+01  4.150000e+00   16797.000000\n",
       "max    8.099500e+04  3.897000e+04   18287.000000"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Quantity</th>\n",
       "      <th>Price</th>\n",
       "      <th>Customer ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.067371e+06</td>\n",
       "      <td>1.067371e+06</td>\n",
       "      <td>824364.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>9.938898e+00</td>\n",
       "      <td>4.649388e+00</td>\n",
       "      <td>15324.638504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.727058e+02</td>\n",
       "      <td>1.235531e+02</td>\n",
       "      <td>1697.464450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-8.099500e+04</td>\n",
       "      <td>-5.359436e+04</td>\n",
       "      <td>12346.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.250000e+00</td>\n",
       "      <td>13975.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000e+00</td>\n",
       "      <td>2.100000e+00</td>\n",
       "      <td>15255.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.000000e+01</td>\n",
       "      <td>4.150000e+00</td>\n",
       "      <td>16797.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8.099500e+04</td>\n",
       "      <td>3.897000e+04</td>\n",
       "      <td>18287.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:41:10.493190Z",
     "start_time": "2025-11-23T07:41:10.212336Z"
    }
   },
   "cell_type": "code",
   "source": "display(data.isnull().sum())",
   "id": "303855b1da6e99bb",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Invoice             0\n",
       "StockCode           0\n",
       "Description      4382\n",
       "Quantity            0\n",
       "InvoiceDate         0\n",
       "Price               0\n",
       "Customer ID    243007\n",
       "Country             0\n",
       "dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:41:58.980609Z",
     "start_time": "2025-11-23T07:41:58.292169Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#数据清洗\n",
    "data = data.dropna(subset=[\"Customer ID\"])\n",
    "data = data[(data[\"Quantity\"] > 0) & (data[\"Price\"] > 0)]\n",
    "data[\"InvoiceDate\"] = pd.to_datetime(data[\"InvoiceDate\"])\n",
    "data[\"Customer ID\"] = data[\"Customer ID\"].astype(int)\n",
    "data[\"TotalSales\"] = data[\"Quantity\"] * data[\"Price\"]\n",
    "print(\"Dataset Cleaned Successfully!\")\n",
    "data.head(10)\n",
    "data.info()\n",
    "data.describe()"
   ],
   "id": "ab9089693277b8d2",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset Cleaned Successfully!\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 805549 entries, 0 to 1067370\n",
      "Data columns (total 9 columns):\n",
      " #   Column       Non-Null Count   Dtype         \n",
      "---  ------       --------------   -----         \n",
      " 0   Invoice      805549 non-null  object        \n",
      " 1   StockCode    805549 non-null  object        \n",
      " 2   Description  805549 non-null  object        \n",
      " 3   Quantity     805549 non-null  int64         \n",
      " 4   InvoiceDate  805549 non-null  datetime64[ns]\n",
      " 5   Price        805549 non-null  float64       \n",
      " 6   Customer ID  805549 non-null  int32         \n",
      " 7   Country      805549 non-null  object        \n",
      " 8   TotalSales   805549 non-null  float64       \n",
      "dtypes: datetime64[ns](1), float64(2), int32(1), int64(1), object(4)\n",
      "memory usage: 58.4+ MB\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "            Quantity                    InvoiceDate          Price  \\\n",
       "count  805549.000000                         805549  805549.000000   \n",
       "mean       13.290522  2011-01-02 10:24:44.106814464       3.206561   \n",
       "min         1.000000            2009-12-01 07:45:00       0.001000   \n",
       "25%         2.000000            2010-07-07 12:08:00       1.250000   \n",
       "50%         5.000000            2010-12-03 15:10:00       1.950000   \n",
       "75%        12.000000            2011-07-28 13:05:00       3.750000   \n",
       "max     80995.000000            2011-12-09 12:50:00   10953.500000   \n",
       "std       143.634088                            NaN      29.199173   \n",
       "\n",
       "         Customer ID     TotalSales  \n",
       "count  805549.000000  805549.000000  \n",
       "mean    15331.954970      22.026505  \n",
       "min     12346.000000       0.001000  \n",
       "25%     13982.000000       4.950000  \n",
       "50%     15271.000000      11.850000  \n",
       "75%     16805.000000      19.500000  \n",
       "max     18287.000000  168469.600000  \n",
       "std      1696.737039     224.041928  "
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>Price</th>\n",
       "      <th>Customer ID</th>\n",
       "      <th>TotalSales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>805549.000000</td>\n",
       "      <td>805549</td>\n",
       "      <td>805549.000000</td>\n",
       "      <td>805549.000000</td>\n",
       "      <td>805549.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>13.290522</td>\n",
       "      <td>2011-01-02 10:24:44.106814464</td>\n",
       "      <td>3.206561</td>\n",
       "      <td>15331.954970</td>\n",
       "      <td>22.026505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>2009-12-01 07:45:00</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>12346.000000</td>\n",
       "      <td>0.001000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>2010-07-07 12:08:00</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>13982.000000</td>\n",
       "      <td>4.950000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>2010-12-03 15:10:00</td>\n",
       "      <td>1.950000</td>\n",
       "      <td>15271.000000</td>\n",
       "      <td>11.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>12.000000</td>\n",
       "      <td>2011-07-28 13:05:00</td>\n",
       "      <td>3.750000</td>\n",
       "      <td>16805.000000</td>\n",
       "      <td>19.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>80995.000000</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>10953.500000</td>\n",
       "      <td>18287.000000</td>\n",
       "      <td>168469.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>143.634088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.199173</td>\n",
       "      <td>1696.737039</td>\n",
       "      <td>224.041928</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:42:22.054556Z",
     "start_time": "2025-11-23T07:42:20.450162Z"
    }
   },
   "cell_type": "code",
   "source": [
    "top_countries = data[\"Country\"].value_counts().head(20)\n",
    "sns.barplot(y = top_countries.index, x = top_countries.values,palette = \"viridis\")\n",
    "plt.title(\"1~20country\")\n",
    "plt.xlabel(\"Value\")\n",
    "plt.ylabel(\"Country\")\n",
    "plt.show()"
   ],
   "id": "6a7de008128d2bea",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:42:44.032337Z",
     "start_time": "2025-11-23T07:42:43.431165Z"
    }
   },
   "cell_type": "code",
   "source": [
    "top_countries = data[\"Description\"].value_counts().head(20)\n",
    "sns.barplot(y = top_countries.index, x = top_countries.values,palette = \"viridis\")\n",
    "plt.title(\"1~20country\")\n",
    "plt.xlabel(\"Value\")\n",
    "plt.ylabel(\"Country\")\n",
    "plt.show()"
   ],
   "id": "d24ce7f2cd638703",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:43:24.091258Z",
     "start_time": "2025-11-23T07:43:06.874408Z"
    }
   },
   "cell_type": "code",
   "source": [
    "text = \" \".join(data[\"Description\"].astype(str))\n",
    "wordcloud = WordCloud(width = 2000, height = 1000, background_color = \"white\").generate(text)\n",
    "plt.imshow(wordcloud,interpolation=\"bilinear\")\n",
    "plt.axis(\"off\")\n",
    "plt.title(\"PDW\")\n",
    "plt.show()"
   ],
   "id": "a37bfcf5c84656ea",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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72juWrHCqohDTVha9uRbXH8EPZzC0XuLGXXjBJF4wtiQM3B4uq1YvUq1cxK5+Bct6gmTqE2ja5uvuSkzF5MDCIXwZoAgFgeDBxlqp3ms5PTzNS0cv8Q/fdS/Fis1vfPo5NFVBCNBUhZ/54K0Ic5eJdu2+fxrfP0O1+gVisfeRSP4oqtp5SwKBlD6O/QyFwn9d3Pm+WaHFw3PfIJf7WZLJf0Qi8SMoSnLFtyw1vuz/86Uj9CfvIK00XNUnSRguUCr9NpXyp26zhtMjCEZx3VeQ0mO6XGKuemXRVEWJtDaBIhxARVUywO3UwoRIWcDzDuJ5h6lUP0si8UPE4x9CiPSKZzlcPsaME2l+nbBMZ2zzqq1K6VCp/CXF4m8SBuNvvnvSxnGewffPkEr9C2Lx9y+aN/5+s+7VfKpa4NWZS8y7FZCSp7rvwFTzrFfuWjfSxnG+jeedJpX6Z8QTH0EIa+mwUBSEUBg6NYzvBjzQXcecU+KZibOUAxdL0XhH5+132rsRAsFUucRnzxzj1PwMgQzxw7dq1xhpGqqVz+A6L5JI/ijx+EcWbZZr2JaBwA/wXR/P8fFcH0VVCIMrfby6ZtXldgq5Cp4bcPH8dPR5CEE54Gujp0npJiOlPBsSDYQSVEXQEItzam6GpGnw/OQF3PCyLTtqL5Qhj3cM0JduQFdbKTnPR3YCoeAGw8TNO2//7br6Psg81ern8LxjpDP/HtN8ZM0dSYvVxJMtjxJbtOUKAYZyI9PHdx9DkwuRNkqJfH86mzP84NvvRtNUfusvvk2x4pC6rXNppDYvl/8AzztCOvML6Podb0ogkDLAtr9OIf8f17HrFUTOZpcd91YXGmS4QKn435HSJpn8KRRl+eI/64wz51xZrOacCfqSd1zTrzzFwi9TqXwGuJGd/rKzIDfs29UYxn1oWi8zuTznFubIOTYnZ2fImCo/cefDmGoFx7tI0X6BzJtUPd+YkMA/TyH/y3jeSdLpf4WiNC97lu3xTbRYGwDwpYe6yk5dSpdK+VMUCr+2Dm3w5fu13FHyWoJgjHz+PyHxicc/vGJj+veNdQsDC26FKbuIpWoYqk6dEUdhdWlViASq2s7KyMUAKV2krCJleVGlsfqCGYZTFAq/CkIlHv/o0s5XhiHzUznCQGLGDVQEA+lmkrpJeyxNTDNI6ybSX8OPQVgoIsXtknQVpR6EIKZr/MCWXdiBz0OdGwBJQr/RDKgu+klcvcBIpPSQOMiwjJQV1p4MJEEwSiH/K/jeWVLpn13xIl1G01RO7r/AzNgCw6cnKP5WGUVVcHyfUzOzbO9sY//YKJfmczzW30dLKtrRdG9oolS0KRdtVE2hra2OOwb7eKE8xIXCPPc1d9NuZTk6PYUfhjTFEwwVcgw0NNBkJfBkgJQwY5d4eWqIoutwX0tP1Ce1lWz8/djeCaR0SZj3oSpr2wKvvueR3Xj5vZAEIB2krBKGJSJV3WqTosT3T5PP/Xuy2f+GYe5d9Z6NVsZwQ4/eRDcQCXy60OE62oRIILt9aimhpG/wDQVVqUcqxZto1ScMc6x894xFB7P1vxtCSZGMmSwUK7h+QCpu8mPvuZ+6ZIzpXAnPD9Z0JFWUyw5tVyOR+CAdwrCClGXWVrmGuO6r5HP/hmzdb6Jpm25KIJBS4nmHKBT+y3UEAQNN24hh7EbTN6EoWZABQTiL753AdQ8SBCNcu6hIWaVc+v9QlSbiiR9cpmpWUJYtaBtTO4mrqat+61Eu/zGVyl+y+ruvo2pd6NpmNH0AVWlGKElAQUoHGeYjlb4/hO8PLzr+FZf1UYg4VuydgEFbMsVoMU9QlXxP/yY21ytU7T+hgoemNGBqPdcZ8xaa1kkkJF1LGM1lsoqUxevO92BTrfwFEJLJ/AJCZJeOGIoFSrQhnHVGKXkL9CZ3XHW/Qmz7GxSLv7GmICBEHE3bHD1HrS+6X9IjCKbwvKOLfgWTXDtfSJmjWPhvqEozpvXkDceXECaq2hw5KK6Ty/dnZVs3N5cIocMapqn1sG5h4O6GHrZm2rhUmuNccYZvjJ/iidb4qt/V9Z1k635zFZuZXBQGSgTBNL53Csd9Cc99Y1XbqJR5SsXfQtMGF+28kT27b3sXQgiqJZtYzKRdy3CuMMPZ/DRZI8aDrRuxVrQWYZmPkkr/C25XioXI2zmFIhS6rvITKLkuL48P055cezJXlDqydb+xzGbnuj5Vx6ZczlOXcVGUMTz3MK77Gr5/dlE4uBabSuXThLJEJvMLqwoEXZta+aF/8x7CYPlgL+FzfH6Glro0x6em2dTYyIHxcd45uAkAVVWYmsihKIK+gVbOjU1wPDFHd0cjO+rbOT4/SVqPkTZNvCDACwN6M1la4kk6k4NMVYo8O3GeoeICT3Zu4uG2fppjl1WnIQIVISxs9yReMIWhdqIq1w8LjcW+l2Tqp1i5aIWLk2Fh0RP8KI7zIp53dHFRWU4QDFEo/hp12v9anNCW40mfo/kTjNsT0b0QGvfW30WdkV2jZ4JE8keJxZ5a+qQwX2L84gxtvU2MnJ0kkY5x/NXzmHGDXfsGGT4zweTIHOm6BFvu7uP1b51AVQX9O7rYsLUDVc1weaKtlmwOv3SWwnyJbff0U9+SYf83L3Hnw7+CobmcOzrM9vs2AnDguVO0djdQLdnYFXfpc4DAHyGX+1nCcGZZ7w1jN+nML9yUSlRRMmzdkOZLL5/k9z7/Evds7SFu6hy/MMG3DpyjqzlLQyZOdcXtV0mmPkEs9t5VWg2Q0on8EYJRXPcQrvMinneK1WzmnneYYvH/IZv9dYS4kfB0hTCco1j4TQL/wipHBZrWTyL5o1jWkyucFiMtWqRur1Q+R6X8J4Th9LIWpCxRKv0vNH3b0vwFoCo6PYmt6Ep0nwvecu9zzztBufx/VrlWgaZvIZH4YUzzYVS1hdWisa6EHHqEYYEgGMVzDy++C4cJgik0bROGcRdCCF4eG+a54Ut0pTOcmZ9lqqzwaPfjKHII1x/Gv04kiKb3U1/3u4hV31kJ0ieUJcJgGs87geO8gOseQMrV2gyoVr6Arm0mkfzRJQFqvHqWnDsFQMnP0WBcMSNKKQn8ixQLv7FGdI+Crt9JMvljGObeSJi7ykk5ulcOvneecuVTVCufXWGSCcMZCsVfp14fQNM2rHkvAAxjD/UN/4ebMTXZ1S9TLP4G1wpKieSPEYu9e93tgEBVO27i+8tZtzBQ8Gy+OnaCGbuIrqjc17SBmOqxmjVQCANVbbyuVKPrW5DmQ8Tlx/C8I5RKv4djfwtYHiIVBGOUy3+Erm9DiAQylExcnGZ2bJ7GjnqsuEFKhqR0k3mnzLxbwQ+DNTc3ipJF0wYJA1iYLhCGIfGkhRk3caoudtlG0zUMS6eUq5DMxomnousoF6pUS1VSdUlKuTJCEaiqQuCXSDemcGW4FI6WdxxGijdWV0XhP80AeH7A8TOjCEVjetZgsL+LDV33EIu9lzBcwHVfo1L+Mxz3xVWc6gLs6t+giATpzH8ElpsM5ibzfOmPvo1uapgxY8knIN6SYmGjyd+cOsXOtjaaEglOTF+Z1EYuzdLaUUcyabH/pbPse+c2Zt0htte3oisqTuAzVS0SBoIgDGlPpZkoFSm5Dn8zfJI3ZkfZmm3mQ/27aLISKELghQGmquH6F5kp/h6mPkAoqzQkPo4iEje4Z5fD7Zqua+/X5PbIpyL5cRznBUrF/4nnHeHal9RzD1GtfpZk8qdWmAsSapwHm+6nO35FULie1zeAqrai61dsmtXSFGcO5hi/6NK/fSdzEznqmzNsv28jiXSMV772AlvvvpOWrgbsqku5kOfuR7bwyteP0ru5H9WIFgwpJa98/SgylGy/dyPJbJyxC9Mc/PZZ2jc8SH1LB+eOTLFr3yAA5w5foFKwyM16aFqSOx+82s6qwSqqViES6Prgmo5va9GQlvzUB/bxNy8e5zPfOoQfBMRNg92bOnnbvYPonF/FnCgWw7qar9u2lDuxrHcShnPY9tOUir9DEFy89ls49jdx7G9hxd67Lu2AlCF29Ys4zgurHBUYxh7Smf+06I+zuh8OGKjqBlKpf4ah7ySf/3mC4NKy7wXBGOXS76DXDSJEtFk4XzyEE1YxF30HFtxJ9tS/HV0xkTKgWv0CYTCx4pyGuY9M5j8vhjFeTzt12ZyhoqoWqtqMrt9JPPERfH8E13kRoaRRFn0U7uvowgtCxksFNEVhc30Mz3seRYCmNqGrraw1oQp0FLVxFQ3PFVQAfRDD3Ec88QN47sFovne+zbXzPTiUy5/EtB5D0wYQQpBQM5SVHE5QpcnsotW62uHRo1z+JL5/atUzW9Y7SWf+LaoaaSPlomOTDCVCXL5XFpq+lUzm36PrWykWfmWFYOF7JyiX/oh05t9fV1hWlBSKMrj0fyglBdfGUiNn0arvkTaspbBsANc9sPp9U1vRtMHvWEjtuoWB12eHaLZSvL1jKzm3wrcmTtMTa7jxD6+DEAIhEhjGfWSzGykU/jPVyme5VkJynefxvRMY5h4UVWHDtk7qmjMsTOeZmylw0SyQ1i3e3bWduGagCYXwBmHXYRBy9uBFqiWbeCpG12Abx18+i2t7GJZOIhPHrbpse2DTkjBw8rVzzE/mqGtOMz0yR//OHsbOTaEbGtmOLKcyDtOVEgC+DGmJ31ziI1URhFKSWyijKIJk3Fx6sVW1Ect6J6b5ANXK5ymVfptghZNMQKXy2cUdzY9x9eONJUyaOuqYn8rjOT6pugTNnQ10bGxGaUlgBz4b6uuoej53tl+RvBVFcPr4GKqq4Ngeh169CAPw7YloN1VwbRr0JCYGScPklbER3rtpCzm3yrPj54hrBpdKC1w688ZSe9+/cXckTGhdNCR/GNs7jeePU6h+lZT1KJp6a+MKLr/kAiGyWNa70LQB8rmfw3X3X/NNn2r1b4jHP7QYeniFDYloAnECh0l7mgl7iq3pwetoBlbn1IFLDN7ZQ++WdmbGFzh7eBjfC7jz4S04VY8jL52la6BA10ArpVyZ0fPTZBpSqOoV4SQMQiaH5njiQ/fS1F6HlJKXvnKYzv4Wzh0Z4Z4nlk/GyUycuck8ru3R0nXr9/N6uF5AMmbwocd2YbtRRI+hqRi6hgCCW/CduTL+m4nHvx9N20gu97MrdvNSVqlUPruoyr2xQBkGE1Qqn2Y1E4SmDZLO/NKiIHAjtbAAdEzrMdJ45HM/t0LL6Tgv4NjPYcWeQghBTE2SNZqx1Cv9VBa1P2G4gOu8yLVCq6p2kE7/WzRt45taHKLfxND1TWjaACCX2tk/PoYQ8FhvH0XH5fmRE3x469upsyLzmOMPgbx1/6dovk9imPvI6oMUC7+26BNx7QZwGNv+CsnkRkAw546Td2cw1QTTzjApvYGYllo085yiWv1rVjM/GOYDpDP/EVXtQAhBrlRlKhfNz4qAlmyKdMLC8wI0TUGIGPH4h5DSplj4r9dEIoSR02r8fRjG7nVfsxcGvDI5TGsihaGoDBVzPN65EUNd3U/pb5N1CwNzThlL1Tm2ENnWyr5DNXBvi7JdiChZQir103juMXz/5LLjYbiA47yIbtyF5wQcf/UcdtnBiptk65LsTTYutXNkfpy0YdFxA02nbuq0bWimWrQp5cv4boBddnCqLkKAU3ZwHW/Zi+dUHOYnczR3NlAtO8hQomkqG7Z3MXxqjPfetQuJpOr7jBTzyxzy1otpaJTKDlXbI7zm99HLlCWe+Biq1ks+/x8I/PPXtOBQKv1/GOYedP2upf7XNaf53p94goWZAkMnxzn5+gUOP3+alu1tbP6+nezu7uDIxCS99XVcmJ+nPR0JMv2b22jvqkcoiw6AoUSxFCa9EkfmxskDzfEkp6fnCKXEC0MOTI7z5IZ+/tv9T6EJBTcMmLPLhFKiKQrdySiTmUBDVVIkzHsxtQ04/sWbSGC1foQQaNomUql/wcLCT66YrAP/Ap57FDW2XBgo+iUOLBymElSZc+Z4tPkhktpK7/AbsWFLB5quMX5hGkURDOzqYcd9G0mmY5gxna17+mnricaUqql09DXR3teMql15u4QiMCyNwkKZhtYM1bLD5NAsrd0NTAzNUi0vVylbCZP8XBHd1KMkVG8hh86N8ZfPHF7xeaFsY+ga/+z9JeK3oQtCKBjGPaSS/5hc7t9yrRrd844SBJdQlG3XbUdKie08i+etjJkXIkEy9U8WNZE34TshVCzrCdz4RyiXfperFycpy1Qqn8G0HkGINP3JnfjSxQ4qaIrO1vS9kV0cCILxVf0XTOvxm+7T2n29nKUwwg580oZJnRWLtH3+DLPFF5FBLwCuP05j8qO3fN6rz68oTaTSP4sfDC0KP1cT4tjPkkj8A4TIkPdm6E5sI6M3MVI5SdGbp9HsJNKGfpEwnFpxDkVpJZX650uCAESa12OXJqk6LsmYSX0qEsaOHRqmsTmFYWik0pFA4LqvYVf/enmvwhkqlb9E13escCaUUlIuO8zOFDEtnaamFJqmIoCpSonzhXlUoRBfR5TVZUplh1A6JBMmVdvDNDQURTCfq5BKmBi3+b1ed2tbs22cKUwxbUeODgPpFpKaxmoW7DeDEAJV7SYWezfF4mmWS3oS1zsEOAihY8VMfDeIHOBsl3FZouJHEv7J3BS7GtZnN9ENjSCmkxQJzh68SLo+iV1xMCwdw9RRNWXZgp6uTzKwqxcpJcl0HEVRCMOQcwcv0bm5jZFinlPzMxyZmaQlkVx0JLypu4CmKoShpL0lQyK2ukQjhIZpPkQm8wvkFv4lYbjcWTIMJyiVfp9sdsvSLmlyeI4//82vUMpXFrUC9Tzy/j0ozXHGyiXmK1XOzc9TF4sxVSottTU2PIdjezS1RDvPoeEZ/mr2BInWODFV58G2DXTF6+iMZ+nLLi7yQrDgVPjipeP8wMBuRst5/tuhZ6gzY1R8j39+x0NsqWvB9YfJVf7qitpNBgThAvoNVMdvBiEEunE3hnEftv3lZcektHG9I5jWE8vUr27osuDlMBUDVdFIagnUm0wZq+kabb2NbNrVw4n956lrSjN0egK74rBr3yC6rnHs1XNMjczRv72TroFW+rd3rQgRFUKw+6EtvPr1o5x+4yJNHfX07+hi37t28cKXDpKfK1GYL/HVP32J3s1tpLJxZFiPaRnEkm9tBMT2vja6mrNAJCxOzBV44chFKrbLni1dpBMz+DcbHr8GQiiY1pPo+h8vmn2uEIbzeN5pdH2lMBCGIbYfENM1pCxjV7/KaloB09yHdc04WD868fhHsKtfWWHKcN0DeN4xTPMBFrxpThZeRRM6gQxI6/XsyOxDESphOEMYXjurqhjGXazupHfr7O3s5ukL5zg+M42uKuzr3kFX3S5MrQsAxzuHcptD6yKBoIVE4ofx3IMrfKF8/yJBMIGiZOiOb+V04VWcsEJab2RL+gEgWpxt+1ustM8LYrGnMIzdy4SnZMxke08Lo7N5FCGIW9HCvLBQxrY9DFOjq6eBWDxNIvEPcJwXkNf4Szj2MwTJH1vhO1As2jzzjePEEybViktLa4Z77utHV1QeaOtholKkL11PSjfR15mZ9fVDl4jFLvHovkG++NVD7Lt3gPbWDJ//8kGefHgr3Z3Xd7ZeLTrseqxbGKgGHrN2idFKjkYzSUssTcjN75KuhxAKhnkfopRY4V0Zpd0sIWWWxvYsTZ2Rv4BdcSkpDgUvsqG3x9O0xdLAzCpnWE5LTxNIiVAEnRtbMeMmdtlG1VQ0Q6Naspfy+wNs3hNl+/O9gP6dPQgBnQOtSCnREga/d2Q/tu9hahq7mtroz97YM/5qpJRUbJe2lgyWoeEHa6vmhFAwzYdJJn+cQuFXuHZic+zncN39mObD0UKoq/RsaUdVFBQtigGvlm3EvGRCenzx5EkKtsNEscjmpiue+oVchTdeOU9dQ/SsZ6cLPPzABsJGjcNz47wxO0ox6XJoYmpJGMiYFnUJk4lKAV1RUYRgX9sGPtS/k0+dPch4pcCWuhb8cI6YsROBglx0JgyChcgn6i1AiBimuRfb/irXCpuR2tkHrkx6zWYT72t/Fzkvz0hljIO5I+yu20m9sf4c7U3tWbLvuAPTMqhrTi86wEY+CMlMnMc+eA9OxUVRFRLpGI1t2SUtzPK+C3q3tNPS1YDreJHfx6LAcO8TO5BAR18TgR9ixg36t6tX/3j9N+lNkLAMLF1jdCbHMwfOcX5sju19rXz48V201qeoVo6Rv03CAETRJIZx9wphAHx8/zxSRipwKSVF2+HSbI6TY1O0Z9M8sKmH0L+E5x1d0a4QMWLxDyDEm5vXIg1UL5b1BOXy7y87JmUex34Gw7iXyepFBpJ30hbrI5Ae++efxg7KJJXsosf9tTZO7bopqW8VNwj4wOZtaIqCAMaLExTtN3DU04TSRqBhaG03bOdmESLyzVC1Dfje8WXHwjBPEIwu878xFAspQ4SINmmee3SFjwaAojQSi7+PayeSiuMynS+RiltM54rYjkfM0OkfaCFbl0DTVIIgXJwvd2IYd+PYX1/WRhCM4TqvoKq9y57H1GSeuvoE23Z04Tge+185j+cGCF1waHYcRSikdJO2eIrR+Tx+GHJ0eJL2ujSb19j7OK6PokZjYXa+hOP6SKBSdddless7Ni+ODvO2vo3oa4RPX826hYG7Grq4s76Lvxo+yANN/bTG0shwaFUHwjePQFXbUJQsQbBcGJBhASkrSJlh6PQExfkSiXScjXt6iWcNtmZbI5WMXcSX4bqiozT9yg1K1UcTgGFdGUDmNTtz3dQXf6dhxZfvtqSU/NgdexgrFTg6M8mrk6NUfI8HO3vXffVhKKnaHnWZOMWSTb5QpS6zesQGRBqCWPyD2PY3cN2XrulPgWrlc5jm/YBJLGnx6AfuIdNwZaKToWRsZJYtKY2mZBIhIFe1l+VH6OxpoKeviUxdpGGYns4zaufZ2d7Fw239vDx1iclSkQ3ZOu5obo3uoari4ZN3babtEgOZRnpTdQRSMmOXuVOLNDeKiFN0nl40DUgEGpn4FU/8240QAlXbgBDmisxkQTiHlN4y5yAhBJrQaDQbaDDqGatOLDmIXg8pJQXHIWkYKKqCp0LJrpKJmZE9PWPhhSFjlRIxXSddF2OqXGauVMBUVeo1wXQ5Mqs0xONkLGupP7GkiTQVpisVksIgGQgm7TKKELRkEqiKwky5jBKG1FkWU6USThCgVAUtySRx/fZLWlPzRT733BHOjc6yo7+NH3z7XTRmkyhCUKw4iNueb0Og6ZuIXvLlu8IwmOFyEZpQSp49cYHxXJFQSt65cxBFCGzv0KrRS6rWt5hx7lYWXRXTeoxK5c+QsnTV5xLHfZVkmKfebOVM8Q0m7Iu4oY1AXFWXQGHl5CUX6w68NTwzdAE3CIgvhkIP52f5gW29GFzCD+aJG9sRb5FWQlHq0LWNK4SBqDbEDFJKRiunGUzfS0pvYLRykmn7Et3xrTjuK6tm3NONXauGmabjFpqqMjlfIG7qxMzoesdHFxgfnccwNDRNZeddvQgRw7KeWHRqv9p06eM43yYW/wBXbxySSZP5uRIvv3AGBJiWjlAiB8Kq76MKhZcnh6h6HtMTJba2t9DZkOHi9AKbmtY2J09O5zl1bpL5XIVLw7O4rk+huL5Vt+S5vDI+wuO9/ejrUEasWxg4sjDG0YVxzuSnmHPKtMUyPNp8+9P8RbUJVi6AEh8pXVRNoXNjCw2tmykXKhgZiz8fOUqTlUQAk9UiT3VtJ732GvqW4MuQQ9Pj3N3aycZsPTPVMucWbrKQjYBE3MQy9Sgfvn7jF1BR6oknPorrvsG1NlTXfRnfH0bXBxg7P8W5IyPsfvRKQia36vHNL+wn9lg3qWSMpGlwZmaWB3p6lr6TSsc4enCYeMJgYa5MKEOqfSpfHTmFoapMVUs83NZHvZkgbV4RkLwwYEdDG//5jW+wIV2PJhRGynkarTjb6qKaDZY+iJn+6eW34BbiZNeDoqSJXuJr/Nulw8pY8eUv6aw7R0pL0mhe3yFPAs9cuMDenh4a4nGevXiRoVyO92zeTM62mSqV6K+v508PH+axvj4GGhp4fWyMQxMTPNHfT308ztfPnWNzYyPbmpuXhAEALwz5i2PHiBsGDbEYXZkMnz95krZUioRh0JFOc3A8KiK1p7OTgm3zjfPn2d7SwmN9fW+JMHD84iTfeP0MLXUpTlya4vjFK2ardMLiY09UMG/zplZR6ogWzpXx/ZHWR0ERgid3DDC+UOD0xAwHL02wd1M7nnuQlbtvMIy7UZTGW+pXtKscRFU7V3i4B/5F/GCE9tg2nMBmpHKapJZhc/qepVTEikgihH5NQSAvKrAj5VuiHWiIxWmMJ0hezosiF8hXPotiJbH0gUUB+a0qvKOjqK2rfC6XwoFDAs4WX0cVKk5YpSu+BSnLeO5KPxVQMM29q64hAOmYyeR8EaGIJYVZOhNjaiJPqejQvymamyKtxW4UpY4wnF3WhuedIAznljkcp1KxSJjQVRoaU5SKdtSGovDOnk3kHJvRUh4n9GlOJ3njUuQX0t9cvyyy4GqaG9OcOJPjC185jAwlrx64iKIoGLpK/KqNqpQSPwwJr42UCsKb8ltbtzAQUw3ubezloZbIw1NXFEx1/vZnIFwqwbnyc4EgDCTzU3m6NrUxMzaH1AVPtg/Sn2oEIZisFEjfsEDO7ccNAo7PTXN3a5QaVSA4n5vngY6eG/94EU1VSCVMLo7MYpk6/T3XJtZZiRAC09yHpvXj+yeWHQuCKTz3dTRtI0EQ8vJXDnH28JWCNoEX4PsB72rZw+fOnKLoOLx7y2YGGq8sdpfOTzMxOo/vBySSFuWKg5ayGIqXGC4t8D1dW6Ldrbn8nmtC4SP9d3JnYwdn87MEYcj9Lb1sq28hoRmLfVfXfGnfOtYeX9cy5cxwcOHw0kuW9/Lsbbh3XWfQFIWTMzNRaJHj4IchFxcWKDiRwNaVydCWSjHQ0EBzMsnDvb3kbZt9PT2cnp0lY1lsaW6mKbHcMz6Ukornsb2lha3NzYzm87SlUuzp6OBbFy4wUy7z5MaN2L7PoYkJPrJjB+fn53mwt3dFW7eL+7b1sLlndV2nqihY6gjl0qqH3xRXHOCu/xyFEJEauKWB3qY6Dg1N4AclvFWL7WiLXuK3vgNWlDo0fWCFMBCGeXz/NLNBkvHqOZqtLqpBkVOF17iz7jE0oaOoTQiRvMaGLnGcl4knPgprZlB589zd1kHGtJY83HsycZDtQAXXH8P1R7C09c9jN0PkFL3GNS1qQ7ZnHiK4SjOiKyZhMLqY7Ona9pLo+s5VhSYvCLg0vcBCqUJbQ2opGZZhaAxsbuXE0VGUq+z5qtqBqnatEAaCYBLfH14mDExO5kgkTYJAcuH8FI88thVVVQiRnJif5nx+noJr871922hpSdGQjHNuam6Fk/jVbBlo5e5db0O7ypFYAqWSs0wYCKXkUyeOcGxmuSOl7fsYqrruFGLrFgaO58bpSzWR1KNJX1uHDeLNECUlWqkGiUpgxtBNjbaeJvY/fZR4ymLDji5mqKArKofmx7ADj85E7/WyTL4lmKqGrqg8M3yB7nSGIzOT1Fs3pznx/ZBLo3P09zQxMZ1nYrrAxt4bCwSK0ohp3rdCGAAfx32FWPyDGJbOO3/owcUqhRGu7fGlz7zEselpPrJzBxkrxmsjIxydnOSujkiVX624ZLJxbNvDiumESBYqDls7WhjMNhEi8cKVN9sJfNwwYEd9Gzvqr7w0Zc+l7LtL4+g7zVoZHaOypct3zXV6hj31uxEI3NBFCIUGY31+IBnL4sDEBF4QkLEsNEXhwsICZdelK7N2TPZlpkslTs/OEtM0klcJWqaq8v6tW3l1dJSjU1Pc1d7O8elpBPBYXx/PXryIqUWVFr3gO/MSVB2PhGWQSS4f71JKJueK+Lf5ZZRSIsMSq73kkeZHXfreVL5EyYlsrOem5hhssQiD1bzPU286bG8lBrq2GZu/vuZzH887zXTYxMbULhqMdiQhBxeepRqUSCl1qGoLqtZF6C5PYOS6L+E6r6+ZLfNWeHlshLta22mMRYK5wKfqHiEI5/DDOeoS73/LNHZRhcHVs/VdFhJ0xURn+fmdYGLVstiq2oSqrkwgdpk9m7owNJWFUnVpIS4UqgxfmmXDxhYqV0XlRMWUNuB5B6/pcxnfP49pXtkYmKbO+HiOwI9SQZ84NsbeBzehqAppwyKhG+Rdm6Lr8PrpMeaKkbD34OAGxBpWtFNnJ5meO8Y7Ht+GZeoEQciR46N8++WzfP8H7qGlKUqwpQjBI90b2N2y0q8jaZjo6wxjXLcwUPQcvj15lrQRPaCMHuPxltu/qwvD2VWLcqhqI4qSRAhB344uNmyLduDV0GP/yDC7G7q4VJrDVHXGK3k6v8NrjSoE79m4hZfGhnhtcpT2RJoHOrpvqg1FEbQ1Z5jPlREIkvH1efAKoWKY91Eu/wnXOhL63inCsEDnxhbaehqX+TqYMYN3f3Qfo3aJ10fHqfoe7ek0G+quOMg1tqQZvjhDEIRUyg6qqvDEPZtpbo0WtMlKgalqiRYrkrRzdhVL07lUmuf4/CTv7tm6rD+vTA1hqhr72m420uLWibKVjSHlSm+2KHPXcmFgzp2nGjg0GHW8Nn8ATdF4uGkvunL910YIQcayWKhW2dHSwkg+T10sxkO9vcxXKkyUShRdl5xts1Ct0rjKjr05kWBTQ8MKtb4XhuQdh4GGBr5x/jxuELCztZUP79iBAM7MzfH66CiBlHRnszd7i94U+0+NYOoae+9Y/kzDMOSvXzrOg9tKZG7zhtb3L7GaF3mU3nsxuxwwW6owMpdDAn1NdShilDBcmQxMUepRlZYVn79ZVK2XaHq9Jobev4im7uNE/hU0JXq2gQxQFjdXQqQxjfvx3APLri8M5ykU/xvZxbLct1MgGC8WOTFziOSiRjVj+jzaWcJQAyKN7FtZpMdfsfOO0BZNQSuRUi6aTVZuGpVFn7PVKJRtvnHwHC11SeKmQVt9ClDZsr0Du+KSTMcWF/PLqGtkHAyXOaoCdHbV87733830VJ5LF2eX7ebjmk5HIk1M1Rgt57m3v4tLMwucnpjhzOQMm9fY7w30NTM07vFnn9vPo/sGeeHVc0xM5XnXkztorF/u5GqqKpsaGtGEQsXzSBoGXhgyV11/vN+6hYHuRB3bOrbRaF3pRBgM3VYzQZRE4hhhuFIYiDIxRZOmEAKhRg9BX9wFPDt5lsfaNjFVvZkc7bePQEqGCgu8rXeAQ9MTHJ6ZoC9bf1MRBYoi2LKxFSlhfDpP1blRgZIraNpGFCWzIsVsEEwRhjNMj7gMn55g77uvFAISQhCaCs+fHuL+7i7iusGJ6WkOjk/w+MZ+ADq7G+jsvrqaGjihT9mLhI7papmD0+NU7YCmeIJvXrpA1rLob8zy2YtHeXlqaFl/pqpFfnjT3QC4/jBS+igihlzMYw5g6r3rvu6bw8f1DrDSXqyiG9u4VkWc8/IEMmSuNMfGZB/VoMqsM0dSu7G6vSuT4b1bttCeSjFdLqMrCg2xGAnDoD4eJ1etsqmxkZLrEkpJ0jS5v7sbVVFoS6VoS6c5MzuL2txMNrZ8x71QrZK3bd4xMEBTIkHGspZUgY9u2MAb4+PoisLu9naEENzX1UXGfOukY8f1+ctvHeKbry9Xv0sZhRnu3Xp77c1SVvC8Qys+FyKOrl/RfAnAdj1yFRsBZGIWUs6uKgwqStNifv9bJwqTbll0VL02oc40g9kdbFoMj4v6KdAWtVJCqFixd1KpfGZFemPPfZ1c7p+TTv0chnkvt6uSXlM8zpMb+mmKR+NaEYK4fj9SlnH9IdxgBFUZuC3nupZol31tRsnId0xVo/E770yQMZqW1XMIgglW0wxFv1l9rBu6xuauJjoaM6iKgn45C2vcJH55k3TVLY2eYxeRb8ry7XuUC8Ln8gZierrAl754EMvSMUyNd75rF6qqIIlMhhOVIrqisDHTyGy+jB+GZOOx687xibjJ+991J8+9dIb//r+/yZ07uvnxH3yQdMpaJgz6MuSPjx3kI1vuIKbrfPrEEf7Rrj3M2RX++MhBfuaevZjajZf6dQsDu+q7OJWfJO9VabJSnMxNsC19ez1cpSxgV7/CysnaxDT3AiqBHzB8eoLG9jqS2TiaUHhX1zbcMCCtWzRZSUxVA39lOs+3EifwOTA1TlcqyxtTY9zb1sVrEyM3JQyEUnL09Dhz8yVs12fH5vXnmVaUJhSlaYUwIGWRIJiklNM5e3hoKaztMmUZEAQhlqYT0zV0VVmmXr52B+KFAV8dOcXkotBl+x4tZprRYoELuQWe3NDP/vFR3CBgb0svb+8aXPb7V6aH0Bbtcl4wiZTuosNUtAuBt0YYiLQCQzj2yvSzitKIoe9eca2NRgMvzL6CpVrsaN7K6eI5DGV9Dnh1sRh1i4t4S/LKIpMGWNQE9NVfGRuaorCtObK7N8TjvHtw+X27jKGq3NfVteJcl0mZJo9sWL6b2dp8+/M2XI0iBLsHO9k5sHy8hqHk6/tPA7dQTvYaog3DEdxVQgNVtQdNv3LfglAyMpfn4c0b0FSFb5+6yNbmaVZzHlSU+rVt128CRckgRGxFTYxQ5lCkg6qu7aio69uIxd9PufT7LF/wJJ77BgsL/5hY7H3EEx9ZTNl7a06hj/X2kdQNJDBRKjJZKrKzpQ1LSxEzti+q8nO3dI618L2zq9aGiMwl0Xg6W9xPg9mBvpiYqcFsX9XUA6Aqzazl9xEzdBwv4NnD5wml5H0PbCdhGYSLqYk9N0DTVZSrQnsVtYFowV8uQIbBzNLcBZBOx9h9dy/Dl+ZYWCgxMjzHpsFWpIi8+suei64oLNhVRqZzmLpGSybJXKmypt/AybMTvLj/2wRBiO8HnDo7wUKuTDxm8IF376bhsnZAQtWLktT5YcB0uUSIjPyLfG/drp/rFgbemBtm3ilzLDdOyXO4q6EbQ1Fvm2ZASp9q5fO47isrjun6IIZ5z2KiCgUEfOPTL9HYXscd+wbJNKS4bLC4bItes86f9JCyhJS3njsxKqQRSWm6oiKl5C9OH2VzfRNdqQxnFlZTf10HCU31STb2NGE73pLkuh4UJY6qNuFfM89J6S4KCF2ceO08hbnlnlwdG1u4+3s288yFC7h+QEM8zjsG194F6IrCvc09HJgdpeS7dNdn2VbXyqHJCeKGQVsySUsySW+qjpZ4kr70cs/76PlEw1OgUbC/zpWSqxrp2JPrvuabQcoK5fIfrRqXbJp70fT+FZ83mY28s+0JVKGiC53NqQH0GwgDUYGd26OdEsK8bbu/t5KWhhS97fXs6FtuswxDSaniEDPP3rZzheEcpdLvrkgGAwpW7O3LogFURTDY3si3T11EApvbmlCVAqulrlWUem5X8TK47IOyUriQYYVQVm7gpqiTTPwonnds1dTEYThLufwH2PaXMa0nicXeu5g6OfGmzAeOH7B//CKn5mawfZ/He/tRleWOmG8imeoNkdKhUv2rVW3/ur5r6VlKJKEMCKUPCKQMVv3N5Vova5dxl0wtFBFCsKWrGWNxfj13eoJY3ODE0VEGt7bT23dFeI4qB+ortElSFhcjkCLB3nN92tqy7Lijm4X5EufOTUXZWtVobbi7uZOh4kKU/dLzmSmUmVSLpGNrC6AtTWkevC+aix/Ze0XI1TTliiZjETcIODE7jaGqzFYrHJ6aJO/YOMH6N+zrFgbmnTJJ3aTo26R0i7QRI7wNWQYiqbNKtfoFisXfXBH/jbCIJz6GsmjPC8OQ/GyRnQ9upqEtSyxxc9K84zzD3OxHWVcightgmg+SSv9LQEVXFL53YBtzdoXedB1+GPJoV98N27iaIAx5/cgwyYRJqWyzZWMr2evkGViOsYaNLYxiqgXc9dg23vfjjy0/J5JvXLyAoaqkTZOJQpHpUnlptxntxKLdia6rFMs2X754gsHGZrqTWY4vTKEpCoMNjZxbmOeTRw/TmU7TYCUQ4kp4nhsG5JwqdWYMS42GnaVvQVUbQPoEYR6Egqlt5HYipSQM5ymXfn8xF/3yhUBRmoknPsZqXtpRHvkru25LvdFYk5RLv0+18le33nEgkfwR4vEP3Ja23kru2tS56uskBDx5zyDVyssUV692vm4u24mLxf8Hx35mxXFNGyAe/wBXF5sSQrClvZnBtibCUHJsdALXX6PsupLi9goDJqwqyLlrVB69+rcCRW0jk/lP5HP/Btd9jZX+EZIgGKdS/mOqlc9jGLuwrHdgmHvRtC7AWLdgcGh6gueHL9GZztAQi3NHcwuaAD/IIYS6ruJhN4uUAXb1a1SrX+Daa7tSXjkSvLsT22gyuxAIVKEDHgur3kNx3ZLfUsLmrmZipo7nBwRhiI5KsWgzPDRL30AL1cpynytFxFltmZTSRl6lLZiaKlAoVGluyZDOxFmYKxMEIaFQuFSYpyddR9lz8cKAp3ZfMWVpikK4ipYLIJ2K0d7WuZRcLDqvxPdDFHW5sNaXree54YsgwNI0/urMCSSS3kwd6jrHwU2YCToZKs/TGa9DABXfedPSYrRABIRhDs87RrXyF9j2169J0gGgELPeRSz21FJ6UCmhnK8yM7bA6LkpduzdRKBF6lMpIZThmnGbEO0sVi91efOoWidLu1whaIjFaVj0yDVU9aZjulVFYftgWzQZCEFT480UOlIQYvUyojIs0NRexx17N61IpDRTKrNQtdnR2sLhiUke39jPqZkZBpsiqXx+rsTX//oQiqLQ09/E2XOTTPVUebCrn6xhMVLOM1zI8/SZC9THYqiKwts2bCTnVvnCpWN8/8bdCAG/f/JVTi5M05uq4xNb7ydlWHjBBH4wjRAm+epXEKhk4+9DNTavch3rJxpfLmEwi+vup1z5FK7zKiv1RSaJ5I8slXK9HQTByKohT2+GMJi+8Zf+L6DqeszmynS31OF4Pl/ff5pcKRLq2xrS7Nn05pIORc/RJggmcZwXqJQ/tZg5cHl7QmRIpv4pqtq74vcTuSIl2yWQIacnZmhLrL4QR5P+7fTS11Z1vJPSZ7RyjFalj6I/T0ZvYtoeocnqIKZeMSdF2QwHydb9BsXCr1GtfpXVyjdHbeZxnOdwnBdQ1VYM4x6s2LswjHsWd8rXF3Ke7O3nzpY2Ts/Ncmpuls+eOsxDnRfRxCwQEtO3ETe238rNuKqvEikr2PaXKRZ+bRUNDxjGvZjm/Uvv5II7SUqrY7x6jk2pe7hc4nolgutVyi1VHY5emqAuGWehVKE+HccydNraszQ1p0mlLVznmp200BFCW7HWRVFvV+aT+oYkRw4NE4YhpaKNqilomooUkU3/wPQ4j3Rs4Pj8FJYRRZ5dpryGGvvw8VGam6bYPLBc4/bs86dozsbZuTsyB6pC8A/v2L2mOeC2CwNxzeDBlo1YarTAjVVyyDVS/gbBFNXKF+FaW5b0kbJMEE4T+EN4/hkCf2iFXS1CwTQfI5X+Oa6uUR74AZVidbEwi8RXQp6fOs+WbAuzdjlyFDJi3/FogttBlLBEo1S2mZ4tLlUuXO9v17J5SunQ0JaloS274lggQxaqVS7MLTBVKnFqZvkzHRuao6evmUTK4rUXz/CO9+4ml/D41vhZpJS0xdM80bWRva29nJuf48TcDF+/eI72TJKxcpSO+Nj8BNOVEv9+9xN86twBTuamuae5m0AW8YIpEtZ9NCZ/hIp7gGDVsbAc3z9NtfpXLJ+8L9dOLxAEk1HxIf8sgT/G6pOoSSLxscViKG9tIZ+/7xw5N87Lx4f46Q8+RNXx+MorJ9na24oiBPtPHmegvbrKshhGibJW7J4lSHcxHe04vn8e3z+36DC2UuUpRIpU6p8Ri33PikVPAvmKzVwpEgA2tTWgq+HqS+ot2t1XoqwxrkJm7CHq4hXGqucxlTgzzggZo2GZMACXHdh6yWR/BcO4h1L5Dwj8i6ydACggCMaoVv+KavUr6PpmYrH3YMXeiap2cm2J7suUPY+z83O0JJJsbWzi28MvE4Q+LZmPIfHJlb+Apb/56J8rwvkcrneEauVzOM6zq2z+It+nZPInuFzuGaDsLzBcOcGUfQlTidNg1CNXGQvAdf0nYqbOrr522hrSlKoOicUMhJcuzBCGEsPQMAyVlmXzpMrqGqOAq/056usTPPToZkaH52huydDX17zke/B450a8MCClm2TNGJpYvtNfi4VcmWdefJ321uyy7x8+NESvrhEUIoG7oaOOg3KBvZ09xDSdg1Pj3N/RTdFxeGb4Ak9t3Lyu8MJ1z4IvTp+n4NkktWhxGqvk+IHe1lVvk++fJJf7mTVaWoc6QVjEYu8hlfrZZVWnICou1NbbRDFXQTdU7KrLcGUeN/SZcyqYisqu+rXjTP/vRlIoVpnLlalU3ZuvSrVm7oe1M5fVxWI82NuD7fu0pVMIoCt75UXUdJXjh4dRFIFdcXnxmZO42wxs02drtoUnOgaYq1b5y1PH0RSFpGHg+D5icaF2Ap/nJi6wr20DbfEUrbEUeTcyL5laHxXndRZKnwahINBJmA+s1s1l2PbT2NfkDL/6Wm+EUOpIJn6ERPLHFrUp65Occ24ebbFgUY0rLBSrZBMWiiIwNJW9Ozbwnn1R+d9f/ZNvUnU8VuYBC6lU/pRK5VNrtHrj56io7aRSP008/sFVPcgVIdjSccX+K6VPPrdWa1cy0t0+VmtQEhJwcOEZCt4cOXcaN7TZlLpr9RaEQIgM8cQPY5oPUal8mmr1rwmCUVbzfbiCjecdwvOOUql8ilj8g8RjH0BR21bMBS+MDFF0HY5MT1JyXe5ujaNwnPnyp6Mer7oLjwjDearVv15lRx5Gu+cwTxBM4AdD+P4FAn8c1jAvCxEnmfqpqD7NVX3ckNhF2c+xIXEHnrTxpMPaaum1tSCGpjJXrDA2V6A5m6QpEwlfDU0ppiZyOLZHc8tyM4NYI7mVXPJzutx3QVNTmqamlWaKhH5F4E3qBmcnZ5kulGnLpshVbAbXCC0UQtDZXsfGDVeNYSRjw3MkhSC7eC4zYXLo/AQ7m9vwwoCvXTjH3W0dlH2Xg1MTfE//4LrKvax7tWmyUmzOtJLSo93nydwEqlCu88q+GRuCiqYNkEj+CLHYexEiudKb3fOZHJ7FrrjEEiab0n0M6i0UXJtGM0FcM2iLX69QkcLtqoQjrmonCEPOLMxS8a5SHcXibMisv6gNQL5YZSFXidIR34QDIXCd/OVrP2ZT07irc+2ohdb2LNt3dRNKiSIEqaYEL4ajfH/fnXx1+BQFL8rBv6etgwu5eUYLBbR0hs5khlCG/If9XyWhG9zT3E2IJOdWGchEo18RSeqTH8MPpvGDGYIwt8wOd4OLXef3ll0thnEXydRPYJoPAfpNmQeGKiMktQTJ5PV2SRq3rbrcW5TY63bT1pDm+cMXmMmVaMom+egTu0HA8QuTUUIi83pOkDf/HIWIR0W6Uj+Jru9ac8e7OmstFhIpb29NJ7nqtQm2pO9FartwQxs3rGIoFnHt+iZBIRRUrY9U+l8Rj3+Yqv017OqX8f3TN/BBCPD9cxQLv4Zd/TLJ1E9iWU8u0yLOVStkLYu5KmQti5SZQFWbuOzfIDDWrE0QBMPkc/9qzTuwXoRIkUz9JPH4D3DtfJXRGwmkz0T1HE5YoV6vgzVNH2sLSKqikE3EuFiaZ2K+wMb2RnRg0+Y2Nm1uo1iwmZlenoMieoYrr0OsWkPixrh+wJGRSdIxi28cP8c77ti05pjrbM+yc8cWejqvDu2WJCwDWXYwLZ1kNk4+V0YSaXmDMMp6GIQhQShvypS/bmHgvqYN2IFHXDNYcCrc27SBtDrNaj6dN4+IwmliH8CKfc+iNmD1h60oCslMPFKpmzqu7VF0bWbsEiAxVA0hutYch6b5EInkj3I77IOqeiWMRSIpug7zdpWhQo4Tc9M81t1/U8KAH4SUFx1YMukY87nyiuQSa3HZEXMlAqHcWnKoqG2J64e8/O3TDPVV+Zw4ykgpx/85+zo76zrYPzKOF4ZkTYusZZHUTf7ZjoeYqBRoj6fJGBYSeFvnIO2JSKINZZmqexDbO4vjnSEVe2LRdnu70THM+4jHP4hpPoai1K1LCJh3FzhTPLekyhu3J7kze8d1f5NI/BCm9fiyz5xggbHys7hBkcbYTsreOIF0abC2owqDsfJz1JlbECiowkRTYgTSpUQ7oXsRP7TJuxcIpUvWHMAO5sk750gZPbTH96Eq0a645I0yUX4RXU3TEtvDvHMCNyjQaO1gwTlLyRsmaw7QaNw4q+XNsKW3ha7mLL/4h19joLOJZNxkNlfm0uQ8735gK3XpuVt2IIQo9tw0HyUe/xCG+cANveellIsliy7/fx01slx/To/1Ea4hnCtM2CM0J3YwVjnLghdlj7y/8akVZoJria5VQ9X6SSY/QSL+UVzvMHb1azjO84u+KmttCAI87zC5hX9JIvFDJFM/iaJkAMGe9g4uLCzQkkiiKQpuYBI39hAEJ/ECh5ix/QZRLbcSaiAiISf1T4nFngLMFc/0VPFVpuyL6MJgc/p+6ow2FtZYuuR1nmMoJYmYwcM7+khYV65n6MIM42MLVCsuDY3XPoOA1QUMlbWE/mi+jATLUErGK0U6EmkUIbicqn4iV0QRgtH5Ag3tq/d3cGMr8fjK0PStA60897n9zA/NUi7a7H58K47v8//ufwlVCM4tzPMLL3wLNwjQhPLWpCN+Yeo8cc3AD0MMVeUj3bcrflnBst5OIvlxQL3uCx6GIZnGFHXNGayEiV/1eaJzkHBRsv/WxBmmq0V61nD8VtW2xbK+t3fXpYgo7eTxuWlShskndt5LTyZ7U22oqkJXex2Foo2qinULAhEB4SqZG6O+rUx/G8Xdh1RLNolMfFls7dVk6hLs2tMHSMIQqmWHe9rr6dl4JVtbyXExunSaF5OWmKpK3q0yXimws6GdyUoR36nQuBhhsOBUSeomfjBNvvJlDK0HRUkRN+5CWdUJ8tYQwiCR+CEs63tuShNgKAYNRgOX9wdpPU2zdb1CNgJNH8SyHl3ejgxo07ay4JyhJfk4F/KfpyW2kwXnNL3Jd7EQWDQmH2amepCCN0pW60cSUvSGKAeHaU/sZbr6Oh2Jh7G0BlKyh6I7RJN157I6806QI6Y1EUiP8fLzANSZm5mxD9MWv5+qP0WjtQsRrh6jvRq265Ov2Ky6OxKCumQMy9D4+FP3cuzCJCcuTVKuuvR3NvD+h3fQ19GIU31t3ee7HtHu8R8vagNu/BxDKTk0NE5TOipiNl0o0ZNZfVELZRWWiQ63io9kZZpdITQqfpVqUKI3sY3N6h4O554jCP11K5Qu12YQaj2m8gim+SBBMI7jvIBd/SKue5BrS8BfRsoCpdLvIWWJVPrfRO+dbjBUyFHxPBQhSOoGhcqXUZUYlt6PxOP253dXUNVWLOudxBM/uJgKevUN4Ob0fbRYvUxUz3GpfBRNKCirJhZaa0MUYeoaPc0rN2exhEGl4qBpKr3916xp0luROAqiOWUtwTIMJUcOD7N9eyeBAl8dOk1fJirWltEtdnS3kolZqIpgoVxdQ4O0OlLC0986ztTwHI31CXwvwC27/KM77yHvrDS/pN6KdMTjlTzv79nFS9MXeKhlgBenz1PynVWVbqragWk+Cqs40MiwiG1/7RrnkYBK5bNYsXeiaVtW/GZ5AzByZoL8XIlEOsbm+/o5MHGGqWqBUEpiqk6zlQLWP+HdDtwg4OmhsxRdhwYrznOjF9lcaeLhrvU73qiKwtZrPEfXi5SRg85KNJTFBCdReFbI/ESO0wcvceK1C8Tr4+z92H30NtVHE2apTNlzlxLiTIwt8MI3TxCEEqQkU5dgY28r8auMwFPFEidmppGN0Y4zoRsEjs83xs6ys6Gd58bPkzUt3t61mVemhmiOpehKZjG0DbRm/x2uf5GKe5iF8p+TiX8Phnb9NM66vgPd2M1qE3cQjC+WHb3yAktZplz+YwzjviiUcZ0k1Did8TYm7WkulC7hhA5tsZtPWasIFVXEUIWJIgzsRU1Ba+x+FKFHf+hoIoap1lHwhkjpXRTdIRqsNJqSwAnyTFVfpzm2m6TegSIMVGV5JjKJZM4+RkLvILb4zONaM3P2kejcioGqmNxMReGTY9P8/555fUVilIVSlSAM+a/f/w6SpsGliagk8JaeK/cnX7Y5dmGCrobVdmsCw3gATV89p4XvnV7MOXJ1St4ZyuVPks1shut4jS99X0rOTc0zkSshRORN3p1e3d9DhpfzD9ye8EIpHVg1575BV2IXx4sHUIRKIH0ajDZi2pvLfnhZW6Bp3ajqR4nF3oPnHqBS+Qy288yq3vrgUS5/GlXbQCLxI+wfH+W+9i62NDZS9X3+/MRBdjR9lJTh4vjDeP44UluZh+PmUBAihqI0oGkDmNbDmOZDi+l+NYQQVIMypmItpWa+TMUvMGOP0B4bIO9N40qX2KoaRLn4HFcnCEPCUKKpCrbnY2gqqqIwdGGW7p5GqlWP0eF5snVXxkgoK6zuuGpF9XIWcV2fhYUyMozm2KGLM2zZ2oFQBSndpDUWpWvXpODYxWkaEjFihs7YQoHmgZsQBpCMTOV5+N13Up+yGL8wQ+AHdKUzUAA/DOjJZNEVlYlykdNzs3SnMyi304HQD0O+MHyEabvAjF3CDjwebl5dv6FpA2QyvwirebdLm1xep1r5c65+0YNgiHLpD0hn/vN1w0N0Q6O1t4lEOo5juzS2ZGkOQoZK84QypD2e4cjCGFuS18+B4Lk+TtVFAEbMwHd9wjDEjBmEgUQ3NHw/ykjlOR5hIDFjBmJxB+17PvaiSt+0dFRN4e29A3SlMkxXyjTGEoyXboNudJ1IWVyRfRCiQasoTVRLNoeeP83J/ecp5iqMX5jm+/7J2+jf3cszY0NcKubRFYUT09M83n/lxW9qTtO9oYmL56ZQFIXO7gZMc+WwURWxlFlQVQTBVQt1ZMtabcD72N4ppHTJxN9NxXljzaIlV2Oaj5BK/ytWEwbCcJr5+R/Fc99Y9rnrvEa1+jkSiR9Zt1ZotDrO16eeocVqpugVeW/796wj18CNsbQ6UnovbljAC0s4wQJOmEMiyRoDDJe+RlLvoNHahaoY5J1zGGqSBmsbpppZcx8hEDRYd9Ce2EvFn2a8/G2Eo2KqDYs2zptnW2czP//BJ5BEi+vYXJ5vHj1HEIY8MNhLcybJ6aFpvvzyyWW/s12PMyMzWIbOL/xwhcSKTZRKPP4BYvEPr3pe3z/F/NzHr0kSJbGrX8a23o5lvf2G2gFVUdjc3sTC5TDHbArTqMezV6aXjZLYvLkQyNWQsrx6wTUlTr25gb2xuyl485T9HG7oEEh/WbrdN0PkbJjEMB/EMO/BdQ9QLv0+tv0sKyNqbMqlP8I0HyJrxTgwNU7BtSk4DkFYxfVfoRiWCcI89YkPrZniV1Easay3wSrHhdARWChKHYravFgFsG3RH8Fc6vNlThb2syGxjYQWmREvp2keKh8lY7RwNPccHfEBGo1Oqs5qmV2jnCprlXp2vIAjF8YxDY1SxWHPYDeqoRCGISeOjRIGkk1blm/GpCysanoQIr3smkslm6OHh/EXaxvUNyTRNAVFUbi7pRM/DGmNJ5koRRqb89PzUfh4OrFmKHwQSBx3uSAShhLH8Xjtm8fImDqqpvL4h+7l2eGL/Nnxw5iaxj1tndRZMZ6+eJZ9nT3XDbW/mnWPvrd1bKHsX5moNaGQUqfJrfUDsTKVLYDEIpH4h7jOC4sesVeOVKtfwrSevO6L7rk+c+M5KqUqmYYUkxPznDKneH/PTixV46tjJwlkSFwzVlHSXWFmdJ5jL59l7PwkD773bsbOTzF+YZoH33c3L3zxDR79vns5e3iI9g3NHH3xDKm6BPe8bQfJbCQ1zk/mefZzr+FUXR563x7q+xp4aXyY9w9s49ujl3iqfzMvjw+zqX799dH9IGR4bB5DV9E0FVURNDWsT20eBFMEqxT8UJQMqtrM1NACn/+9b9K5sYWH3nsXr3z1CD2b2kilY2zzm3n6zDkmi0Xev30bdfErwtjQhRkW5ko8+vYdhFKy/6Vz1DUm6e5tXMxMJmlMJHiit5/2VJrZSoW4rnO+OMvJhSn+4NSrHJgZI6bpTFQLHJgZ4z292wBw/AtUnNfR1HoK+aeJGdvQ1HvWfb9WGyOK0kwy8aPkvJPXOFa5lEt/jGk+iK6vL49BvVHHndk7mLAnqQRVzpcvsjHZj6WuHe7pOj6VcoFsXYKFuRJWzGB2pkBASDzTx/D0HBW7n1iqm2RTmdm5GUylmyDwEJVOUvUt9KXfi64kCWWAoabJl6ex/EFKzjTlvCSuaZQnexjLFejoMPH9ALvqkUh3UJq3GJpaoL4xi+VtZWh4lDpzMwt1Li3ZPShoN7XkGbpGRlW4NLPA1w+f5eLUPHf1d/KDD++mMZ1AAHdu6mDnQDtIKFYd9p8c5oUjF3lgxwae3LOJ5rqvrFnCeK33XNM2EU98P8XCr7Fcy1OkXPpdDGP3os/O2kgp0RSFO3vbEQJG5/MgGoimveWzQxjOIaVz2zI+hmF+VZW1IrKUApux8kGm7WHc0GZr5j4WnEtUggUazX7GKgdpsjZR8mbwpUNab2WyeoIGcwNtse2AYNY5R73Ry5x7gXnnEqaSoj2+g4nqcZqsTYxXDqMJg/bML6Mbn6VU/B8rCsAFwTB29SvsaPo4cU0j59ikDJO3920ipuUIwgoQrhnGB5EWOJ35D8vCv9fiRsJbzp3jZfurmItphxNaht11D+NJl/HKGZywwoI7ScHsxFzj2QfhNJFJY+XSJkQ0Pl85NcxdGzuWHPfaOuooFW3GxxbQ9eW/i7StK4UBRW1cPlYk7NzVEzn4JS2mJiNHxECGHJoZRwjBN0fOsa+9l20dzRy4NI4iBNs7W9Y00R4/NcbXn//aMgudRDIzU2T7vRuh7JCfL1PIlXl9epSf2H0P3eks//bZp+lKZ/gnd9/PQF3D7RcGUrq1FElwGd+/yXS7XI6l30I8/hGKxd/kaluUlAXKpd/DMO5EVddQxwrIzRZYmC7gVFx6d3QSEzrPT57DVHXKnsvjbYNoYmXxi6tp29C0lIe6a1MbhqUjFEGqLkG5UOXsoSFys0XmxnPc/cR22jY0LRvMzV0N3LF3kGKuTM/mdoquw3SlzDeHznNqfoaErlPxb84pKQxDzlyYolJ1ScRNNnQ1rEsYkFLie6dWVZGpajuK0kBnf4Kf/Z//kLOHLvHGt05w6eQYX//0y9zx+FYuWQ6NiTgZy+Lc3ByWptEQj9RwkkjtFZWNlVQch+cmzvNki8mcXaHejHFgepx6PUHV93lm6AIpw+SxDRt4qmcrXhjyUNuVTIwPt/ezrS56tkFYWPQKVoEQTW2+rgPQehBCYFqPY5qPYttfWnYsCC5SLv0hmewvXlf7dJm4GmNbZjOb05so+2UulIco+aXrCgPTk3m++fQrvPOpXfzN5w9wx65upqfybOhvJhlvZOjiOMeO5Hjk8Q4aG3v43F8+z45dPbTe0cVzzx3h3e/rJWtuWtbmwliZuVnJlq3tPP/8KQzzPL5vILps2lpDDu6/yMnjY/zQxx/i1WdOkcmWmZ8r8cCDm5g87XB6YYSHH0/R1NRz08mVpnIl/vT5g5ydmOWu/g7+waN3U5+KxsZcsUI2EZVnLpYdXjl+iZeOXaIxk+DDj+9ioLMJXVMpl25eKyGESjz+fdjVr+J5B5YdcxfV4MnkJ66r5Qml5JVzwyRMAyGinAMfvqcRIawVGqioWmoRuHWflcgcN7lqSJ6qtjDlTHG+dIQ6oxlLTdBsdnKx9CIZowMFBV2JE1OzTFZPkNKbyejt5NxR6oweLmvDKv4CeXcML7RxwiISyLmjzDrn0RULNywTCh9faiSTPwrSoVj87yxf2EIc5zlenLuP3W2bub+zmyAM+avTJ3hyw7uoMyRuMIrrj6AZa5kxov7cjqRdGaOBOxMPrdAMtFsbSer1GIpFxS9EZje1nWjeWO7LEAQTi0LdalkDJYamMtDeSL5iEwQh6FAsVJmZLtC7oYnGptSy7/vBCKtpjKIqp1fOMTNToFr1yOcq9PY1cerkOO0ddSi6oOxFSa/swGe+WuHClM3DmzfgBgGHhyd4eOPqur7+3iba2u5feR1hSNLUicUMCgtl8rkyFc+n6vvMV6ukTJPHevrRFIWpSonWRGpdnjB/K9lWhNCIxT+EbT+N5x1Zdix60f9iMfHEyu7phsaeJ3Zwcv95SrkKlmXwSN0AObeKLwP2NHWT0s0b+ru4tseRF0+zY9/giqx8bb1N5GaLlHIVDEvDiq/0cL2WmKbztt6NlFyXd26IJvMdTa3ruBtXUBWFZMLE8wOEgLp1pyL2cdwXWe2iNX0bQiRACBrbszS27+Let9/B3GSeMwcvcebQJer39fA9mwdRFYXpUom5ypUdzYaNLeTny7z07CmEEPQMNHMqm2eyUmSknCOUdUxUClSEz4XcPO/o38QrYyMkNIP3btjOaCnPheIcSOhO1dGTrFsyJ5haH0GYJwxLxI1di4LArSdBFyJBIvljuO5r15hOJNXqX2NZT2JaT9zwmS54OZ6beREFhfZYK1P2FP2J3uv+JrKtS4YuzqCqCr4fLKVzztYl2LGrm4X5Mlu2dzA5niORMJkYzzG4pR3PDVa9/MAPOX1ynFKhSj5XIVufIAzCJc3MxHiOeNxkdqZIGErSmRgL8yUam1Js2dbB1GQkjLwZLkzP8fKZIbKJGEeHJzkyNMnlTsYNg5965wMs5Cr8j88+j6lrPLizj57WOiq2x+Fz4xiaSkf9mxPwFKWFRPLj5HOnrtHy+FTKn8QyH1kc36s/R1VRePedW2ha1GBMF0pYxjS2kiYIlgvOYThPEEwvLjK3iiTwL7GarVnVNjCQupfO+HZmnBEmqhc5uPAMcVVS8qYRCLywSiBdNGGS1tvQFBOBiiKUpWeuCJWcN4aKjiJUQulT9ucwlQQLTpQBsy2+g5gWZSCMJz6KbX9tMYPjVXfSHyIIppgud9KZSlNyXWarFRCgKDEsZQDHO78u892t0hvfTFLLEMoAXTGpBiVUVWXKGSJjNGMqcXLhFJWgQIfeTlQIarnKKQwmkGEelJW+IZqiYBk6Y3MFOhszaIuh263tWQI/ZGx0nvn5Eg1LAkGwmOTpWtRFh8cr4840dV575Ty27TE6ModlGShKVJfge/u3seBUGSrmcDyfiuvy7MkLSEBX1w7P94OQbDpGJh2jVHawLB1NVTh7eoLjh4bJ1MXJNqWZGZmjsTXGZ04eRRGR8PGZU0dRhWBLQzMf33nX7fUZCKWM0i/cpkBcVW0nkfgR8vl/c406zaNS/hNM8+HF4hvLzycQmHEDz/XxvQBH+nxr9CwbUg0IBAfnxri7sWvNaILLnD00xNTwHHXNk6iqwvjFGSaHZhnYZRNPxWhsz/L6N4/Tf0cXr3z1EJ0bWxm8qw8rfkVwUDUFTY9uciBDzszPMl4qMm9XaYrH2dbQwqa69ZsJhADT0MkXqggh1qxmdS1BMIbr7F/liIFp3ocQCtOj80yNzLHt3n4uHBulc6CFux7bxjefPsBwLgdEknDJcTkzO8uW5sgZ0DA07tm3iXv2RQLO6TPjfGvkIkXfwQl9zhfm2N3QgR7qJHSdtkSSLQ1N6KrKV4ZP8cVLx2mKLXpzV0s80t7PB/t3oisqQpj4wRReEFWY1NTW26KmFUJgGLuuqvx2RbKXMk+p9Hvoxq5F2+XaTNpT9MS7iKkxDueO8mjzQ9QZ2eufG8hk44wMz5HJRiGw9Q1JWlozaOryHfLZ0xPMz5VwJ3Lcses6TpMCstk4za0Z5uZKKIpCQ0OSxuYUc3MlLl2YxrR0zp6ZJAhCzp6epK09Szxx62k4d2/o4Hd//P04vk+hYuP5AZahk46Z6JpKOmYxMZ2nMZPAMjRODU1zauiK824yZvKBB903ldlDCIFlPYFtPoJtf3nZsSAYpVT632Syv7qmlkcRgpbFxDJBGDI6XyDTkUVRW68xUUIYFvH98+j6ztswx3l4/qlVPtfR9UHGqxeoN1rpTWyjJ74VN7Rxwjxlb5ak1kSw6L3eFt9BQmtAERotsUG0RfW5EIIGcwNpvY1AemiKiYKKE5boStxNyZ9BFTpp/cpmRFGaMcwHVggDUha5u9Xiby6O8sLoMH4YsqsliyIPU7SjftjeeWJXVYN8q7hUPslgajdnS4fZlNrFicJ+tqXvIaM3cbLwElm9mRlnhI3J3ahqiKLUEQTLhYEgmCEIRlG1lUKd4weMzORIx000NfIVAJXhS7OcPjGOZenXlGsvrVFeOY52jUNlMmnR3dNIR2c9zS1pLEtH11VCKXl5cphLhQWqvscHN+7gwfYNkfYoDBmZy6+ZZ+D1Q0PE4pd44qEt/NWXDvLI3kE627P89dNHYCJHczaBETNo7qznJ3bfs6pflnKVL9eNWLcwcHB+BC/w2VnfiaXeXLKW1RAiqjJWtb+Ec002uSAYoVz+AzKZ/xLtaq9CSkl+rkSmIYWqKYRBlFvAUnUEAkvV1mUj6R5sI5WNI5RIuOjd0kFHXzOZhiR3Pb4NK2bS3tdCuj7J3ESOMAzRjeXSVdemNsIgegCGovJU/2Zyjs0Xz53iB7buXJZ/ej1IGSUd8vyQ5Dq0EdFvQmz766vmw1fVDnR9JwBzkzlOH7jIlrv7eP6LB3jXP3wI0zK4uH8IpaGbb5w7T1MiwYHxcba3tFzVviS8apDNTRdpl0ma05EDT9aM0ZOox/V9OlJp3DAglJLJSpFnx8/zc7seXapcOFbO81tHn2dPczcDmUYc/zxCWDSl/jEAherXcLyzxM3dN3XfVkcnEf8Yjv0tfH951TzX3U+18pckkj9+XTWzLnQOF48jEDihy2vzb/BAwz00mGuXpVYUhcamNJMTOZqaIyei2ZkqE+M5snVRXPxl59RiocoHPnIfw0OzTIwtUCrZvPLSWbq6G+nZ0Lj0/FVVobU9S8+GRkaGZlFVwdyiP4JtuzzyxDbaO+p49eVzJJMmd93Tx2svnyOfq6Cqys0nr7r6Hqgq5yfn+OwrR5kplkFGi1FPU5bv37eLukSMuzZ3sXvT8qyfXhAwNV/k4vg8unZy7fD3GyBEkkTyR3Hd/SscZG37q1jOO7Csd67unyQlo/N5ClWHUErOTM6ytWMTurYJz339mm97eO4BYrH3cqsK0zBcwPdWVmpUlAyaNsh48TzT9jAJLQr5NRSLzvimpcU7qa8UUlP6crNpXFs5BpNEv6szulYcA2VxAVuuWpfSx1Sq/IM7HmWmUiZrWvhhhUCeAZlDoJK07kddZad9u7HDKpP2ENPOKCm9joI3j0TSZHaR0NJUgzKb0/eR1ZuRsoKqdq2Y96Qs4XpH0Y09K8ZEEIRsaK2nPhVnrlDGXRRs+za2kMnEGbo4w+R4bkmLFvhjK4RGiMLTtWsinlLpGG3tWYYvzXDg9Yt09zSw595+hCLoSmapeB5DxQXm7ApJxSQIQ9wg4NT4DO2p1Td9fhAsOSQWSlU8P3puQlPo3dpBQyqGoip09rdgqNot5zpb96jfmGritdlL/PH5V9iQbKTOiLMt/Sbf8EWESEelOt03osp6S0js6lewrCdXxIaHoWTo5BhTw7N0bWqjqSXLPs+gPZ5BCMGOusV0m/7kdc+drk+SviqOP5VdOdjrW6KXtaV79XA066q6Ab4MOTA1zmS5xFBhgedGLtKdznLHTZgKhBCkEiaphImmqesQaqJKbpXKZ1jNRGBaDy5Te/puQLVk47k+dtkhDEIMReGprVs5Oj/Dhfl5tjY3s7npymQ0NjLPi986uShFQy5foW9fJ83JLABn8jNcyi0wthDZpiSSqXKZR/p6aIol2ZCuX7JXdSQybKlrYaSUYyDTiKZkKfojFO3nEAhc/xIx4/pJfdaLEAJV20A88UMU8r/Ecocxj3L5/2BaD6FpW9cUuhrNBgaSfUgkAkGT2UjWWJmz4WqaW9PUt/Xg+u3E9RgSScNUDE3VETokYgYPPDyAUCX3PzJAXTZJss4gcCOTjGN7mEmFSlDBVExUodLek6WtM0ssZnD3w71IKanmAxRVYCaS1KXSqLrgocc2owgFK6Fx3xN9SCOgtSsdqUFlQCjDG5Zgvpbh2Rx//NwbvGv3ZrZ0RmVfK47Hq2eH+b2vv8q//77HycQtpBKpNafmixw5P87+kyMsFCv0tNazsV2+6YC9SMuzm1jsfZTLf8ByLU+JUul3MYy7VvUxkkDF9chVbFRFsKm1EV01CY07ofIZrpVQXPd1wnD+ho6J1yOq8nl61UVE0zYsVhScQAhlKYROuYnEMG+WKNIgxsoIHMkzQ+d5fMDlyPQkezt7+NbQEHc1nydjVJEEi9q6nre4h9Bu9TLrTpDRG1lwZ2gw2zAUk6O5l2mLDZDS6ghliBvaGEoc3diJ6750TSsBrvMi8fhHEdeEHwZhSK5URVUE+bK9tJO+dH6agc1t1DUklxz/pJS43oE1yitvQ1GWrwlSSlzHx/NDDFPDsvTFOy1pisXpSm6k6DmMFQscGh5nvlRFSkkmbq3pQAgwNDrHgSPDTM8UOXl2goV8hVyhSuNgO4WReVq7G0jX3R5B7abMBEEYogkFTVFQlVsfwEIIDHMPVuwpKuVPcrXBNPIa/t8Yxm4UpfXKLklTuPORrYyem2RmdJ7pqQWed4e5r3kDClG1v9ZY+jYWI10/XhjSmcrQnc7ihcF1i1CsRhiGFMsOd93RzcR0gULJvm7iISldyuU/wvdWqiSFUkcs9r4lvwvD1Dlz8BLjF6eZHp3nz//fr6KogljSImkabGxo4OjkJEcnJzE1lbs6ohTFLa0Z9j2+ldmpPEIRNLak8ZMCT0ROhZaqY1k6j2zrpzUZ2douLMxTCh2OzU3wXw98c1m/LhTm6VoUJFSlkXTsbXjBOACZ+HsxtNs36QihEIu9F7v6lRWTRhTK+oekM7+0YtJY+j0CTdEi7QghB3OHiWsxmsy1TT+qrvBa6TVUoZIQCTYmN3I6fpCNyY1ccOYpV8q0Wq1MVqqUKTNfzqAKlb50H5lMHCklL8y+gD1nYyom9zXcx/7SK3THu+lWujkbnsAObO7tvpeDCwcRCAbkAJOFSfqSfWSNFCcKJxhyh2hVWtEVnbSeZqrsogqVDYmbKzhzaWaBDc31vH3XJtSr1I0d9RmODk8yUygRBiEvHxvi4JnRpWqFUsK//tjjNGaTONUL5PNrneHGXE4a5TjP4Pvnlh3z3ENUyp8mmfqpFVoeAcyXqozM5Rb9BqI5xNB3oij1hOHyqpC+fx7XPbCusMW1CXDsb61SfE1gGPchRJq22AayetOyjIO3GlZ4IyIH4CIrKz6qlH2dU3OznFuYp96KMZI/x+4mQX3y+5HSJ1f5ArE18kHcTlShsTF5B1m9kYI/z3DlDBKoBiUmq+cWfSegM74ZQ4lhGvdSFn8E14Rwuu7BRZPPcjNzKmZSl4qTills721FWRzPhqlx8PWLBH5IZ0+0yEtZxba/wcpNlraYynz587KrLn4QsnNXd5QzoeoiiULyX50coS2RxlBVxsp5UqEZba6EoL0uveamr6O1josjLs+/cpZUyuLM+SnOXZimPhPHKVQp5crMGSoNrasXobtZ1j0CL5bmyBoxHmodILZoJvD9S7fcgah63A/j2N8mCJbbZ1z3IJXyZ0im/vFSVwM/5ORr5ynlKxiWjqKpTBdKHF+YQCDQFYWMEeM7XUrGC0KGCzk+umUnhqoyWy3z3MgldjavP4mQoijUZ+K8uP88yYTFlo1raxWk9KlWPk+l/ClW0wpY5uMYxq6l/zs3tvCP/suHlnwcLlOVAb934A1MTcP2fd67dQsDjVek3txCmW9//TiJpImUkmNHhontyeBZUba2tGFyV2MXx6anODM/R28my0gxz52tbXxi2wP4cvnk82j7RjbXRTsvxztDIAskzPuu+sbtS/wCoCgNJJI/irdw9JqsbDcOZU1qSQaS/YvflhS8IhW/Ctc1xUeCw2BykJPFk6T1NE1mE52xTkaqI0xUJ9CEhiIULpQv0Gw2s7dx77LzBzKgP9HP6eJpFtwF7MBmyp6iL9FHR6xjSWvghA5b0ltoMpu4UL6Av2hrdkOXOqOO9lg7pmJyIHcAgeDe+ntv+v6lYybj8wUmFoq0ZlMoiiAIQy5Oz1OyXeKGwYHTo/yvz73Avp19/PA791B1PL7x+hkaswk0VVl3tYnrsVzLc7VDok+l8ieY1qPo+o7l9zEMGZ5boCmV4MToNN+zazDahYledH07jvOtZeeQskK18jlM88EV5sn1EEURDGPb31xxTIgspvUoQqhIGXIo9ywgqfhFBIIHm99/w3TEt0aA559hpTCQZEfzFobLRVoTURx8X10ThnKYudKfEIlUt+7Uux6SeoaThf2YSoySn2dj6g40odOT2Ear1YemGIsppuWiuW0HmtqLf41/RhjOYFe/uBhCfEUTlq/YTMwXGJ3NkU6YNKQSIGBwSwdzc1F64LqG5KJ25yjuClMSqGonhnnvivnCMDUCP+CVl86Sz1e5f+8AQoCQggWnyoXCAqqI5stHNvQhpKBQtXn1/Agda5gJ+nob2XXHoxhXzdlSwsT4AhPnJtl2Z29039I3joxaD+sWBtK6ydMzFxgqL/Duru0ktNtTIziq2z1AIvH9FAq/xsoX/U8xrUfQ9TsQQiyVMHYqDooisAyde5t62ZaNtAeCqNxyeLtTjd8ARQiqvsecXaEplmCyXMK+ydBCgMb6JIm4SXd73Zq2XildqtW/oVD4lRWxwxD5CiSSH+fqYiQTQ7NcOjHGI+/fs+y7XhDwdgY4PTvL8alpjkxOkjZN2tLRLn9iLEdPfxP3PTgIUvLs08fo1prY2B8JOWPlPC+MX8J3JQnd4Evnz/DUxkEarDgPxHqve62htMlXvkzVPbT4iUYm/m7M26odEJjmg1jW26hWP7vsWBTK+r/XDGWdcWbZv3AAKUMkkNUztFg3ViFX/Aoj1RF2ZHagXbXjU4RCe6yd0eoo3fHI5uiFHoFcLszZoc2lyiW2pLeQ83IU/SJFv0jZv7LbNBWTPfV7OFk4Sc7NLY9FlpJqUMUObBrNRizFIqbGiKk3P2ls7miiqzHDf/z00zRnksQMnaLtMFso8/Zdm2jOJElt7eHf/OATvH5qhD/+yn6qjoeqKAxP5ehoXDtJ0s0QaXneh1398mJmwisEwRjlJWfCK4u4IhQ2tjSSq1Tpa6lnbKFAT2MdqpLAir0Dx3mea2PIHec5HOfZm05dHeFTKX/mmkRJEYZ5F7oe5ddoj/URU5OMVE+jCp3u+GZM5fZM6KsRCSkTuM4rK46pahtb67YxM1JgppInqRs83L2NjFHB8S4Agri58y2qGbIcJ6iiCo3jhf30J7dT8YuEMqAzfiUvSMGbpRIUaIv1oyhNWNZjlEqnWS6whFSrn8eKvRNdv3PpOVqGTsI0qDgu58bmSG20sAwNVVNobrli/gvDMpXyH6+SvVFgWY+hqiur4paKNkePjGAYGvGEQXtHVP9EFbC5rpnJShEBNMWSHLw4zmS+RBCG9DXXr6kZOH1ukuGxN3jq7TtJJkxcL+C1Axf52tNHaPFC7tkXOXW29jYuM3m/WW6iNsEEe5v7GSkvcKk0z9bMzYXNXQ8hVGLxD1C1v7bCsSd60X+fTPZXECKJogg6NrbS2JZFKArxuEVlweVLo8eZsUvk3So/tukBGr/DQZOmqnJPWyefOnEYVRFICe/deIPUyiuQLOQr2I7H3EIZ1/O5ehsaOfPNUan8KeXS71/jZ3EZi0Tyx9H17cs+rRZtzh0Zpmfzck2FHjNoqo9T393FtuZmLi4sMF4sLAkD7Z11fO2Llxgfno9MRUHI4N1dLDhRqNdkpcisXaJcjhY0Jwg4OjNFZzqDcYNwFkXEyMbfQ9xYdBgUYlklyNuFEHESyR/BcV8iXIxcuIzrvrFmKGsgA+6q20Wz2YQAVHH9uhmLZ6PBbODuuruxVIuCV2DOnWPamUZBoc1qY8qOvO27Yl3UG/VcKF1ga/qK70JaS7Mts420lmb/wn4eaXqEaWeaKWeKaXuaalClGC8yXh1HIJCL2ogzxTNUggqqUJFInNAhlCH1Rj2msj6H1GuJmwafeNt9nJuc49LMAlXXIx2z6G+pp7e5Dk1VSMVNHtixgfu297BQrHJ6eJrXTgzzP/7yeZqyCT72RPm2xDBf0fIcWxFSZttPY9lvw4o9tXSdQkB3QxY/CBiezZGNx6LdmhCY5iNo+iZ87/iydqQsUir+Fpo2gKYNrPueSRnF7Eclma/dfSeIxz+EENGEfbF8nEO5Z2kyO2k0O3DCCoEMFrNERhq32xW1FeFQqXxqhYkFwDDu4bWJEhJ436YtTJfL/M3ZF3n/QJWW9A8hZUCu8gUsrfc29md1NMWg3mjhvoa3R5lhF9Ntl/wcThDNNwvu1e+vGpmYK58lvKbeRhCMUSz+d7LZX0NRmiN/rJjJIzuvn1ZZSp9q9XPY9tMrjilKM7H4960a8t7UnObD338/szNFRkbmeP21C+x7cBBFU2iNJxkr5zEUlbZEiqlKCWc2F2kiFsfkamwZaGNm3uBP/uIVHnpgEy+8eo6q7fF9T93F9Klx2vuijUkiE+e18dFVM942x5Pc2965zMS3Fut+R70w4LXZS+TdKucK01wszvJw0+3RDkAUU5xM/Mhi5rir7W1y2Yse+CEn95+nvjmDZqjs2LuJgXQTFd/FSui8o2MrjVbyTXsvv1n8MCRtWPyjnfdgBx5J3cBUb24KFEKweWMrAxuaESLK/iYX49bDcAHXfZly6Y9x3ddYLSvW5RSv8fhHVvWSP39kGNdZ/rv6rnqMve1UQp+5coVz8/O8Z8sVSVxRFO57aDByiBGCiuPy7akLFGejdpzAZ0umBdeUVHwPBUHGtNblT2LqfYTSRggT17+IJMC85RzoK4kSXW0nHv8QpeJvs9yssnYo65w7z0hlbKkegYLKQKqPpLa2CllBcFfdXRhKFCJpKAb31t+LpVpYqoUmNBrMBhQUJBJTMbHD5TbPndmdS2mPt6a3Elfj1Bl1eKFHRo9KQ5uKSavVSovVQp1eRyWoUPbLWKpFo9FIk9eEpkTmiN5E75K9/GYpOy5I2N7dyvbuKxsAKSWFqoOlS1RFWfJ0TlgGuzd1suv/T95fR9m1pue96G/iYl7FzCWpxCxtSZt7QzMZut3tmOPuGyc3duL4QDJ8nOQcJ07OCTi2c64bDG03M2xmEFNJpSoVM6yqxWtNPn/MUkmlKkkl2PuO3PuMUWNvLZhzrgnf937v+7zP017HUr7IxFwGVR58IJm6a5O41/s4pdJ3V73nkgn/AtWzZ4U06zgO7w6OMbmUxbJsttRVrqzCJKkWv//TZDP/mpvVCA3jItnMvyQc+cM1/eQ3w30+LTTtLbKZP8ReRwXU43F1+K9tJ+mpY3/imZUrIgmyG9Q5WQqFv0ZRulCWeQ2upv+9XTvXPS9PsfA3FPJf4uZBURTjeH3PMDNRojYYIlUqIgoChu0np0/iLT6Hg4kgeB5Iy++dkDVSTJVGcHDIm2kU0UO1t4m0PsOi7hLCbceizue2OV8TsPP5nqVQ+BI3lzO08stks/+WcPifr+KdrQf3OroZ11z2T9axhRbx+T+6kt1Zc+zZEi+/eAlZFonFAu72BLe8OFvKs1AqIosiE7kMkwtZnt3RjWFZbpkgvH7uzKPKPP1oD++cGuIvvvoa+3e38gsf24uEQDLsI5YMIcoShVxpxTEX3LloNJPm5PQkRxub2VtTt6FGgw3PVg9XdzKcT+GVZIKyB0WUUKUlbuekfTdYrRz3w1XvuQ/6f0dV9yDKFfQc7KChoxq9bOAJe3lp9DQZvUylN8jZ1AQJj5/ILQIhxzFxnBKO82Dq0q7TloeyZfKT4X6ebHZrRYvlEhHVS1XgTukbG2elru6gKgIoDo5TxraX0LRRdP04WvlVTPPybVy5JLy+ZwmFf29lBbL6QGHXI1v42G89tub12UKBM1NTSILAI22tdFZcJ8iNjy5gmTat+1zi2Tuv9xNSZRqa3damhXKBnng1S6USJ6YnqfAHqA/fmhRzI3RzAtOaQVVayZR+jICC4JPwKO9FQCDj9/885fLzmMalVe/drpVVERU8yxbBoiByJ9qsg4FfFMEpYzugClDliay8y7X33aMCdPyiuHxPuq/6RAEcDQcISAogoIoqqqgSuCEQ8dyghBgWw4SV65Kwfvl6WlfaoGvZejgzPEVZN3h0a/ua93548jL7OxpILRX45svnALBsB9OyUGUZQYCw38tnnzDwPKCFrij6CAR/DU17e81q0DDOUyx8jWDodxAE1/zmaHcr0+ksV2dSnBia4JHNbciSsFJ20Movommv3bQXB017jfTSFwgE/yFezzEEMcqNK/ZrQYBlzVAufY98/i+x7WluhiTVL2edrivb5YxFIkoSj+Reo5nyCLpdxiNolIrfIW+NIMkteNQDqJ6DKHIXolS13A3g3ju3mtjc47JxnCy6fp5i8W/Qyi+uM26IeH3Poqrb2ZxcYnBpcWUy6Ug0Evf70cy3EQSViO8DiO9Bxu5mNPo7CcgRxgr9KKJKS2ATiqgiCQpdoX3kzEV8UhDNuvG3KPgDn0fT3sQ0r9y0RZNS8VtY1iTB4D9EVfcuP983X0cD0xylWPw7ioWv4TjpNcemKD0EAv+AWzkVzs1miUb92LYrAnbskU1Iy7oiTaEolT53TPZIMkbG4mcX+sGB9upbywX3Xpnm5bdeXDE/On1+jLHxFGbZYFtdnLr6OLGKMFPD8zz67A5M22ZgKcXzw1dRJYnfP3iUvTV1D15nYDif4q25QXySwsebdpL0BjHN+6AIrwO3p/hXlpXjVjN9DeMcxeLf4fH8QwzNZLRvivH+aXY9soVPN+9kupSlLzNLRi/ftkapaa+xuPgrPCirUlluJhz+nwAP86UCJ2YmVrbcFk3cNhiwnSy57L9f9hV3qWc4ZWw7j20vYtvzy5rpt7bldOHB7/84ofA/QxQr1h0oqhuTqB5lDYEwUy7zlydPYdo2DdEIZ6amcXDYXuOWEyJRP6ffHaSmPobjOFwdnGG4vkh3AbJ6mUpfkDMLk8TkAEXDJK/r5HWXSXsrw5BrcDAx7QWM8jRB71FsO49pp/Dw4IMBEJCkBgKBXyaT/l+BG1fj67eyVnsrqfPVkFDjODiUrPIdWvMcioWvrJtivFd4PA8RDP42991EfI8oaQbfPdHLhbG1rboXx2fZ1VZHe12SX3xiNwBDUyneujDMLzy+E1EUUWSRsH8U7U638IYhoCjb8Ps/RT7/p6xOyZsUil/D430URdmB40DvxCy9k7PgQEf16nYwUUwSDP0TTHMEyxq7aT8OhnGRTPp3KcibUD37UeQOBDEM2NjWPIbRi66fWBamWc/ZLkgw9EUUdbXl8kx5hL7ciRWeQM5c4mjFx1cCJscpYhq9mEYvhcJfIUpJZKkRWW5DltuQpBpEMYYgBlgZwh0d28liWdOYRh+6cQ7T6OdWVsaKspNg8DcBL7uqa9lVfb0FWTenyZZOEgt8FMcxKWjvoPievOOVuV9cyZ3hYuZdqr2NxNUqilYe27GYLg2iiB7GCr3U+NopmhniHnd8cjlnbYRC/5h0+g9wnJvr/G6r4ZJ+AUXdhqruRZZb3KDAMbDsGQz9HLp+EsuaZD3pYVGsJBT+PSRpPf0GF4GAh8WUywPAgYH+GeLxIJIsUuG7PgeYy8qhBU1HEkVu13DWWB/nY8/s5OaMRyFbou/1K1yeTqN6FaoaElxZXOD7A30slUscaWhmd3UtAUXZUHngGjYcDEwUlniqbguj+RTD+QUCsgf5Llvn7oSVnmL/x9Yox7lkwr9FEo+wNOdGdq09DeSLZX4wcoWCqVMyDT7TtoeEJ4B1i7Skbc+iaw/O3tixl8AxkQQfh+uaeKKpfcPGEDjlNcpqdwtRrCEY/FX8gc8iCKFbTr6xyjCxyrVmIn5F4bM7txNUPczm88wXCjRErpNp6psSLC7kefW5iyAItHZXkw0uEFRUCqaGR5JZLBeRLJld1e4DmtE05kp5JgpptsZr8EryusflkVvRjAEkMYhX6aZsXEEWo/d1Pm4HQRDxeZ+h7PkxmvbKqvdubGWVpGpY1hUomEUG8oMMFUZwHDiQ2HNbFULTvArr1GbvFZKY5P1ic98KEb+XmthN944Dw3NLCEAiEiARcTMWsiRyZWyO7R21yMsZiUJefoDBAICEP/AZyuUX1jLJrallMuG/QxACbKqtwLQtHAd66quQbujpdsebPYTDf0Am8y/XZBrAbTEzjNPL/gjXfDTAnfxvfV1cnspv4Pd9ak2Nuc7XzubIwZVgYK48hiJ6YN08q45tTaFbUzcQJ+XlFaq06ngcx8QtH97OikpAUbYQif4rJKll3edSECQcdEwrhYOJs8xjeK9R420mrCRuKJ8oyyQ8mSvZdylZOYpWlkb/6lS9K2D3FCFrmlzuP64bADlOFl17A117g+vnzeZO9WRBjBEK/zM8nmN3LNfs2ttCY+P1rOp6H5dEgR1NNdiOQ8Cj0l1TgXCLyxUOeamuWhZAsmxSSwX6rs5wuW+Kw0e6qKmJIskSpaLGl69c4sT0BM2RGK+ODfPq2BAAnfEKPtezA+VByhF7JJmfTV6ibBmIgsBgdp6na+/sVHX3UPD7P4NWfhnT7F/1jmVNUdb/kp0P/yGSFEKSJRDhMd3LYG6BC0tTnFoY41hNB+8dN3d9qJLI9orqlRvZsm1S5SKV/vemXUgQIni9DxMI/iqKsmNdUstGkNM0Tk1O8URHO2+NjuGRJWRJ5EhzMwCyLLFzXwvb9zQjAJbgUJwSyOplArKHvKERVwPIjsjemjoc4NtXLtEUDfPceD/PT/TzwabNbI5VIQur65+SGCTq//jy7xHwKa4j23sJQYwtK9qdXZMOvLGVVRBkJkpTPDfzErW+anJmgY/UPr1SMvj/F4T9Hp7e2cWRTav1CRzHQZFFPLKMYVqUl61Wi5qOYVrkizqSJCII11KxDw6CsJzlCV7L8qyu+ZfLL+ApP4/X+xEuTswylykgCHBxYpZDHU1YN0wAiihhK48SDEMh93+saW9eDZuN2ByLYoxA8Ldcu+z1ugQEgdnSCJXeRgJymFqfmwmz7Y0WXa9N/HcLFY/3KOHQP0NWbi22JQpeBFRy5deQxCgBz15uZWH8IJExUiQ9NcuBEUyWhjBsnTp/BwEpSsnKE1ISSOvwoQTBQyD4eRAU8rn/tK6d+3VY3NG8BrcrKxT+vVV6LbdCOl3k7Tf7qa6OApCoCLF3XyuSdJMKou1wZmSKgZmFFa7NtlvYYdi2w8JinitXZzl/aYLevim62qvoaasmNZZCz5SIVoSYGp7ntx7fxy9s3spcsUDRMPDJCpWBABGP98GXCZ6o3cTD1Z0UTZ3xwhJz5dw9k5JuBzft04I/8FmymT/i5gddK7+AN/okXt9Hluv10KjGaAhEOVTZwnw5jyKI7/tiqmSafKu/l7aoW0vXLIulcolf7nkQ0rrXoCJJdXg8h/D5P4Ki7EIQfPfFPLYdyGoa745P0BCNsKmygvPTq1PC7uDr7kMEnqhf7aq3UCzwg4ErXJyfo2wa5HWd2kCYf7r9GKcXJvjG4DkCikpbOIkkCOyvaqI+EFnZ9vX9vPdSUYIg4FEP4vM9Q7H4NVbfKNdaWY+hKNup8CQ4mNjLZGmaolnkcraf7nAnPukOxhf/P4SdzbW3LPk8s6sbRZI42TfG371wFnCDgaVskX/1lz8FBCJBL7/8ZB7PA760bpbng5Q8P0LXXl/1nuMUKOT/O5K8B920eHZnN7Io8Gb/KLZjM1hwzZYW9TybwvVcSI/SEzlKLN5IPvdf0LRX1xEN2ghkFGUbwdAX8HofuyXpLiTHyOjznE+/hiTIVHobafR3IwoqstyCZY2sQ2C7H8jIchv+wC/g830CUYyvupa6ZSEKAllNI6uV8coQ9T5EST9D2RikpJ/HI29cL+VeMVEa5Gr+/EowkDOWqPE2MVG8QnNgKxPFPnqix2457wiCj0Dgc8hyG/ncf1nWCbgXgyUPHs9BgqF/tMwzuPOq2qPKbNvRSFubSzZWlh1x1x4jVEaCbKqr5N2r4wS86i27Cc71jvO17/6A9uYKDu9rJ5cv8+wT26iKBfjZ37zJxMAMHp9KVUOCvKHx5QtnmC3kkQQR27FJ+AL8yvZdxL0bWxpvOBiYKWU5nRpjvLCEYVs8Xb8Fj1SkdGOqynFXxLYtLNdCnGXtfsdVe7q2SnBAEAVX895x3JayG9qBHMdVjisVf0a5/Jabdl9uCbLtMoX8X+JR968xo5ARqfVFEATQLbiWDnJsB0EUcGyX4XlNa18QBMRrx7H8b8e2V6YHUXRXNrbtIIrCygrnWjuX44BlCStJNL+sEF5m0muWSdG48Ua8MaV3OwiAhCAoCIIXUYwiSbXISjequgdF2brMll4/9X63iPq8tMXjzBcKPNbeRtEwaI7F7mobCZ+fY43N9C7MIYsiT7W2u74Mtk1Qccmmaa3MolZEEgQMa6OrGgEBGefm83a/QYPgJRD4ZTTtrTXa5pY1Q6HwZZdMiEzSkySuxmgKNK609bnBgHud3vv06XsRILnndc39uM6gN5XOkSmU2Na0ejIQBAGf6vInuhur+M2PrrVaBbdsEA1OUirIrF5V3/+5E8QYweCvs2RcXGPfbRiXKZX+npL+FP3T8yiyRCrvGoDptsFUaZH5chZZkJgqLbIp0oCibCca+w9o2huUit9G108vdwfc7n4VEYQgitKF1/chfL5n78hcD8hh6nztSILMWLGPUqFAna8NSYwQif7vGMYZtPKr6MZZLHMc285w5/T/qjODu3BIICub8Xoew+N9FEmqXXdie318hM54ktfGRshoZTTL5Fe2bVrJVChSNQISwrpj2IO7P1sCm0ioNSjLnTgz5VFkQcV0DC5l3iJnpjCWNJoD20h41l9OC4Ky0hlULj9PufR9DOMitp3m9tkACVGMoihb8fk/htfzGIIY2/AY29CUoL4xjsdze6KladkMTC+wEPQTC/gYW0jTEgN3Kl59fNWVMfZsb2J2PsuJs6PMzefIZEtUJ0NUNSYxdRNREqlrr+J7/Zfpiif5nT0H8coymmXx4sgg37lyid/Zewh5A79DcDaYw3tjdpDXZgdIeAJ4JZlPNe/GKxro+rsrBLelhRw/+9YpAqE6dh/+JJKk8ObzvQRCXvY81IGsSJx4vR+PV2Hf0S5e+cl5LNOmqi5GLBFgYTbLzoPt9F+coLOnnrde+j5LCxeoa05iGhZ7j3Ry8dQIVXVJmtqeWHGd0zSDE6/1Mz+dpqm9km37WvnZt1+ha+sMVXUh3n2lj617mrlwaoSm9ipe/9kFfH4PHVtqiSVDnHxjAFkW2XmwnUtnRhnunyFZFeHIB3qwLJsTr17hiY/t4vLZccpFnc6tdQxdmWF+Ok2p6KWp9Sl2PrSJgmOS9LlOdaZtMVssUBcM4zg2hn4aa52apG3bN5FIRCTJiygGEMUoohhBECIIgvc9WTlfMyK6fgzXKoT3PlALAmSMMl+6coK0VuKpxi52J+vx3II7cCtY1hy6fhpwpZ01zSSXL1Mq1WFardi2gySJeDwKoaCHYNCL1+Pu4077cRwTQz+Dac2uMmICEMUAXu9+UkaZ3sxlDMdgpjxH3szziboPU+mtwDIn0Y2z62577TV13cNuZaZz8/5vhCTVLptN3f+1d3vswbLyWNYJnJtkXCWxEkXdtWrCeO5cP4MzKX7zyQMb58LcBNMcwbipnx8cZHkTstyC7WiIghfHWbaAvuF0iCK3vZ6OU0bXjmOvUycWxRiZ8ibOjMxj2Q5bG6qoiYaZ09OcSw9jOTay4HqAHKrYRFD2Lm/TAaeMaY1hGL2YxmVMawLHTmM7ZQzDoVCQyRfCGGYzktSDx9NNMFBBJOInGPAiy7duCRwp9DJZvEpQrqLC20CVtwoRiWvLkLxRRsDGLxlY5iymOY5pjmFZU9h2CoEcUFq2FbZwAxIVQQghSglkqQFZbkeW2xClmjtmD79z5RLNkShxnx+/ovDNy2/zgaZZQoqMIMjIUgUBdSe6fnqNyJkoRvF49i3v/9ZdDhuBbmuktGn8chifFGCuPEGVtwHLNtGt8sqiSxX9yBtqdXRWnAfd69iHZU1jOxlwDBAkZCmCLNcgK90oyjZkuRVBCK76HWvHyFtAuB7euvfs2vNh2w7vDI6RLZY50N7IwGyK7Q0WltnLzelsRdmKKDaQzZcYGlng5NkRpucyVCXDPPvIZs68cJFirsyOhzfxjcIwH27vZlulG4g6jsOVxQW+duk8/9OhY66R0R2w4czAocoWtsZqGcmn6MvM8sPxCzzb0EPA++jKZ5acFJF4A1t3N3P2nWE6NtdS0xhn39EuFFXmB197h617WqiqjSIrEoVcmQ98fA+BkJfzx4c4++4QNQ1xpsYWyaVL+P1bOPxzHwYE3nyhl8HLcWYnk2zftxvphraqK+fGWVrI8diHdyJKAulUgfGhMv5ADw0tm5mZCGKZYSprdxPwRwmHW3nqk3tQPTJvvXiZusZd9Oxqxh/0UFVrkc+8w7Gnt1FZG+XE6/3Mz0TILe2nXJym9/QoNQ07yKSmKBdLHHtqK2ffGeTy+XHG4zrbK6uJe/28NjGMV1KoC4YRBBHVs2fNObUsm2997xQXeq+bmkiSyMc+1Mn2rbdmrj5IFAoaX/nbt5iZfXCdIbU1UZ7++HZ2JmvZkaxDFkQ020QUhGXr4o0NGKJYgW0/wsDgLKfOjnK5b5qZuRz5wjl0/RTOcsZGVWX8fg8VySDtrVXs2NpAd2c18XhgRX8clvuul+uFAiqSsoXeK0m++8Pz2Nb1Vde2njAf/7CPqKLS4K9juDBKW6CZ9mArSY/LSJfkOnxy3Zpjtiybb3znJL2XJ2/4HSKf/Ohutm5Zq1w2MDjL3379XUzzVquWseW/+0fA7+FTH93D+PA8dQ2baWquQFbEOwZPV2dS/PTMzW1boMgS+9sbCPtvXzaR5WYkqQndspjN5hEFCHhOo5XfRhb7EAUfMd8xTp0Z44c/PbcqONq9s5kPP7PjlqlUQfDi8R5d9z3TtHjuJ8e5MuCWvd7mksuHebadZH2YbdFmZstpLmVWZ4cEQQDBhyJ2oShdywp+OhOT85w4PczZ82OMT2bI5Ux03ca2RxGlcbwemUjET2tzBXt3t7BreyOJeHBNurjO10GDv4uMrnFiYYxJj0mFN8hEcYHGQJIXpi8iCgJHEt288v15RkbzQByIoygCn/35fbQ0xW9oSb426Ui4Q/rdiRbtranjewN9WLaN5ThsrWhior+G51+6Ao4ApIAX1v2uJC3i875INOKnqjJMfV2cutooiXgQRdn4sw5wNXeOlD6LYevLboV11PiaGB7O8rVvHr/NM7IR+IGdOM5W3ADKRpZlPv3xA3R01qLbFrKkuoZptsmSXqDK65rfzc5l+dJfvUGxdPuSg1viFvF5VSIRH5UVYepqY9TfcD5EUeBge+NKYLOruRZREFCVtaqrjuOg6yayJLK9p56m+jjTcxlKRZ30XBZRktA1k0K6SE9NFV+6cJpHGluJ+XxkymVeHRtmV3Ut8gbdczccDFxYmuLC0hQlS0cVJXySum6kNDWaclfPPe5AefHUCPlsmZ0H2igVdUIRH89/9zQ7DraxtJDnpR+epbXLjWYaWyvovziJbduk5rIceHQToYjbi7ttTwvf+sobPPahHfj8q6PCuekMLZ3VhKPuZ/vOjROK+Bjun2HXoXYW53MszmfZf6ybUlFjdHCOF753hq17mtm8o5G3XrrE2y9f5tBjmwkEvciKhMerYFs2g5eniMQCDPZNI8sitU0JBnqn3ChQFAgEPdQ1J0gvFti9qYnnRgaYLebZX9PAwdrbT+iO49DXP83rb123O5UlkcMHrvd027bD2EKaykiQwdkFaqJhUvkipmXTVBEl6PWwmC+SyhXRDJPaeJjJxSwtlTEW8yUs20YUhGXDmRiaYeFVZFdfIJ2nwufn9LkxBofm1jvEe0JnexWf+fmDZJwy//nCG8yV8jg4xDx+nm7s5mBl021bXq5lAU6dHeUHPz7LxcuT5PO3VrgvFHWW0kUmp5Y4e36cH/z4LPV1MY4e7uSJR7dQU+0+1A46c4UfY1oZvHIdhp1heraON94awLohGFBVV+xpsjzNz2ZeIuGJYcghzmd62R3bcdtuAsdxuHxl9TWVJJGDB9ro6Khy+ReiSEk3CHhVltJF3nznKrr+3qtkRSM+Pv7hXfRsa+D1ly9z/M0BaupiHHioE3/g1gSx6aUcJwfXuvB5VYWtDdV3DAY00+TdkQlGU0volsVTm1vQrClkMU7R6CfpfxYQmJ7N8PpbA6uCgXDYd89sdtt26L08xdvHB1deUxSJow93otkGfz/2Oqoocyi5Cb+0/u93HIe5+Szf//E5XnzlMnPz2VtmcgoFjdRigaHheV594wotTUk++sGdHDvShd+nrkyM19LgAjrgoFsmumUyXUpT64vxaPVmLmemKBs65y9OcO7C9WDF61X40DO7ljOFd31K1oVuWXTEEuR0DUWS8Ckqw5Mp3njr6p1XwzfAFYWSScQDdLZXc/hAOzu3NxJftu6+EzLGIrW+ZqZLY4iCSI23EQGBxaUCb749gG7cTzCwFooiceBIljfkfmZLaQ4kO2kOVPLczFmqvFE+3nAAAfe6vn18kGyufMdt3ohr5yMeC9DdUc2Rw53s2tFEOOS9Ln51m/OSzpT48t+/RS5XZs+OJs5fmiCTK9PWkGBrbYzOHU3MjC5Q31rF5towQVXlxPQkeV3Dryg81tzGscaWDWf0NhwMNAXjxFQ/P528RE+sjhpfBK+0tj4SSwbx+VW8PhXbdujZ3cy+Y10oioyqyhiGRTgWIJ8pEUsGefSDOwiGvVw4OUJjWyVXLriDTrwixPRYiorqCKIkkKyOkKwKU9uYWHNjReIBpscXad/s1pHGBudpaKlganyRmYlF4hUhmjuqOP32Vbp66mlqq+Txj+xE9Sg4jsOTH93Fmy9c4uqlKbbva13ZbmouiyAINLVXMjG8QEV1hNauak69OeAGHo6DphnMjC+RqItwfGacRa3EXLHAlcV5JFHg4YZW7ge249A/PY9pWxy/OsGWhiouTcwiIBAP+gh6PaQLJd7oG8EBNmuVXBqfRZZE3royyvamGporYmSKZQqawdv9o1SGg5R0g9aqOGXjvZmEFsp5vjpwksfrOumKViAgMF5I852hC1T5gnRE1nq2w7XBN8fXvvEuL7x8iXzh7m1uNN1kcHiekbEUsiLxi59yDXpMO4dlFwmq3SyV36Qy8GEk4dZErTpfLb/U9OmV5J2AgF++tz6VkYUlBmZS5MsaTRUxzo9O8/CW90JP4fbQNJOL58apqAzT3lWDP6Di8SorfJhrg/+NKc7D3c38xhP71h1UNjLQOI6rZGhYNpIgoMoKHrkTy84TVHuwnALvJ+N3Sc9jljQmi4vE1SAXMqMkPWH8N/mtuMHEJH/xl6/S2zd123LOzTAMi/6rs/ynP3uRS31TfP4zh0kmVqefDdtCFkRXs8Wx2RZr5HhqEMuxSXhCVPuiD+on3xaSKOJXFJbKJU7PTFMfDuN3NspPuA7HcSiXDSan0kxOpXnznQHaW6v40DPbOXKog4D/9pLYFZ46FrRpJEFEEERmtHGi6vrjxIPCQG4aX43IL7Uc46vDr/LOwgCPVG1hd7ztvtlA187H1HSaqek0b757la1b6vmFT+1ne0898i28Z66h7+oMfp/KR57azl99/R0eP7aJjtYq/tN/e56QZuLxKNi2zWDvOJsruzFsi0N1jdSHw/x0aIDJfJa8ruGTN1ae3XAwUDR1FrQ8BVNjSSvikxSS3gCO4xLwBFyb3OaOarq21nPqzQGa2isZvTrH0kKefUe72Hu0kxOvXkHXTTp76lAUiZd+eJbKmuhyEOGhZ1cT48ML7DncwZsv9DIxskDP7mYa2yqpqY+jLK/abMslA4qiwOYdjbz6k/P84Gvv0NhWSSwZ5NBjmxkfnmdpIU9tQ5zt+1o58doVyiWdQr7M8989TccWN3vRf3ECWZFpbHM1rCuqIwiiQDZdZOfBNrp66nnLvoTjuC0j2/a2MD+ToVjQePXHF0hWh9m8rYE2bI41LK9iHAdFEFfIh/cC23bIlzVMy2Z4bgnHcRhfSGOYNl71+gWWJYmyYRLwqlydWcB23GyCKAhoprmyGpUlkcpIkIlUhnjQT66sU7R1Du1vo7Y6QrGoUyoblDWDctlA10003SSf11a1hwmCQDDowaPK7p9XwetR8HkVAgEPLc1JMmaZiOrjifrOldaWplCMS0uzjOcz6wYDjuMwMrbAf/3zlzl9bvSWg68oCsiytFz/dtW51qO+RMI+du9oWjlPouBFFDwUjSEUMU5e78Nybj3YKKKMIoZu+f7dwDRtLo7PkCmVmcsWSOWL3NWy6wFBlATiiSCCKOD1KUyMpYgmgiAIGIbFiRNDKIrEkSNdxGMBEkE/WtJCFtfWwDfaMihLIkfbm9FMk6lMjtlsjvqYiUdpREBCM6ddwa33CXE1xNaqbo5WbCGl51jQsmtCEcdxuNA7wX/4z88xOp5adzuC4Ko7SpKAbTmY69yH5bLBT567QKGo88XfeJR4/PoqeUHLkzM0Xpru5+HqDhoDcRRB4nJ2ioKpUTQfhN/jxjCwmMKwLT7c0UVrLM6LwzdzPO4eum5xqW+KoeE5Tp4e4XO/eIjG+vgtJyZBENgePYxXev88ZwtmmaQcRxElQrKXHfEWmoOVlCx93cXu/UDTTE6eHmFkdIFf+dwRnnh08y3N6ADy+TItjQmaG5Ik40Fqq6Mk4wEqKkJklgqkptNse6iL0StTfG/gEr3zc4Q9HtJamU2JCuaLRb7Rd5Hf2rnvthmIa9hwMJA3NGZKWdpCFZQtg/lyjtZQEgR47nun8XgUHn5qK/sf7sLQLUaH5mjpqmbbvlZ+8q2T7DnSSUtnNXVNSb7z12+RWSrykc8e4pWfnOf4G/2Uijpen0JFdYSP/uJBYskgDz+7nZd/fJ7v/PXbKB6Z3YfaUVQJ07D4+pdeR5JEPvG5wwRCXnYeaud7f/sOT3x0F8GwD0kSaWqvoqG1AhyQZJGjT29FQKC+pQLHcZBkiXdevoxh2nzw53ejqO7p6Nxaz1f+8wscfHQTew93IEoiBx/dhO04zE1lGLwyw9CVGRwcmtur2H24g+ErM5w9PsSnf+UoiiIxenWO5753mg//wgGq6+6OnX8NumUxMLNAc2UMSRTZ197A1ZkFWqsEFEkk4HHTjWGfh/0dDYiCay/bXp1kZH6JjuoEhmWzmC8iiQKqJLGjqZZkyB3kx1MZOmqTHNrU7HaBWA6maaEbFoZhoesmE5NL/Pv/9FNSi9dbreKxAL/7Ox+gvjaGqsooioSqSMiyhCi5gce8VmBhsMALE/10xSoRERjLL3FpaZaHa9auiB3HYWJqif/rT1/g3IXxNfOkokg0NsTZ3tNAR1sV8VgASRIplQ1mZjMMXJ2lb2Ca6ZkMxnI6cffOJlqbV0/2IXUzilQB2Jh2Bofb9SM/ONTEQjRUJ9xJFdhUV4kiS8Sifg4faF855tuhVNK50DuxKl3q8yps3VKPqt75UQ4EPMiiyNXBOcIRH6ePD7F1RyOzs1kMwyQeD9LSUsH8fJa52QzxWIAdLbVsb75+MRzHQTNMJhazXJ6Y40BnAxXh22tpZEpl+mbmkUWRZNDPRDpNMjSEZo4jCDK2UyLM7jse/4OCbpv05yYZK8wzVpzn0aptqDfUVa/di//t/3553UDA71fZsqmOndsbaaiL4/XKaJq5Uqa6eGmSXP56StmyHV57s59oxMdv/INj+HzucxtT/a7duuKhbBl8e+wkebOMbpl8onEv0ffBKRDg6tIi88UCCZ+fy6l5pvI5tHU6ftpaK9nec533YtsOmm6SzZZYSOWZX3DZ7jeW3ADKmslLr15majrNF3/zMTZ316wbEEyWBklp0yvBgFfy0xpY3wsgHg+wqXP97WwUsizSUlVJX3aMkcIceaPMG3OXeWehn82RBj5Ut+eW2YFI2MeRQx2rnju3xm+RzZdZSOWYm8uRzhTXnI+FVJ7//qVXCQU9HD7YccvsmgOcPj9GvqAzODrPi6/3EY/4mU3l+dwn99PaVIGkSASiPn525h1+bcceVFHiv505zs9v3sZCschfnnfVZR+oUVF7qIKOcOUalqXjOAxfmcEX8IAgIEsi5aLOlQsT7D7UQT5X4tTbAzS2VvCZ33oEWZYYuTpLsiqC6pHZf7SLuqYkf/7vfsxjH9rBvoc6Ccf8WJbND79+nJNvDvCBj+5G0wy+/dU3EQSBfUc66b84yejgHLsOttOxuZZyyeDqZTeVdy39Iggg3vCQX3tdksWV45+ZXGJ8eB5REldYmP0XJzn51gAOsOtAG6IkIkoik8Pz/Om//RHRRID9D3eBA/MzGRwHFuayXD43jm3ZLGVK/M2fv8ym7Y0k11H92yi8iszeNpd3sKjlUSWR1no3sJgupRnT5mmQE3i9EpVVPup8McYKKSb1FE01MfJmmWy5iCrKHNvagk9yB6FExEfJ0mmojJA3y6TNIvPlLLX+GEtmgSWngNej0JqoRJJElJskjFVForkxQc2ywMZ6qPQF+WzHLr47fJHvj7qrjICs8uGmzbRHEms+n82V+cuvvsG5CxNrAoH6uhgf//BujhzqIB4LrGHmO46DadosLuU5e36c51++xPDIPE88snnVsVt2kbxxBa+dw8HEsNNY9vsj87uQK1DvJGmtdHUoZElEFATaWir5F7/7zIay5OOTi/ze//wNFm8IzBKJIP/ki0+QuMnC1DJtMgtufTuaDCEvZ5Ky6SKF5dKLphmUijo1jXHefneQTlFAQCCVyrN9u2ux7EqmOpQNk8nFLGeGJzlxdYKyYdJWFedQVxOL2SK2bZOMBpcFiAyCPg+24zC9kEVURPrnFijpBiGvh3jAS0DdimHNI4kBZDHynrhV3gpLep7ehVmSnjAB2Ut7sAb5hg4KTTf5+2+d4MrA2u6ftpYKPveLh9izsxm/X11zH37omR2cuzDOX33tLS5fmV65ly3L5mcv9rKpq5bHH9mMKAqULAO/rBKUPaS0PMequhkvpOjNTHJqcZi94fenjLQlWcGh+ga3HRhXN+SF82sd8Lb31PPF31ztbeIsO5mWygYLCzl6+6Z4460BLl6aXEW4cxy4fGWa//O/Psfv/s5TdLZXrZnIRWSCShS/5N7Lym2cNrs7qvmD33v2tivrO0IAS7B5xtmOIsrYjsuvsh0Hy7FvWyZIJoL86ueOEImsDtgcx8GybbSyyXwqx7kL4zz3Yi/9AzNYN2Q6l9JF/vrv3qGjrYrqG+yTb0RXWxW5fBnHcTi0t225pR0O7mmjpjaG6nWfGcWjYNg2BUNHX76GSyXXvMh2nA0X4DYcDLz4o/McOOb6Jw9emWHb7iYyS0XOnRy5Yy2tpaOavgsTzEwsrVolC4JANOHqN/v8KjX1cWob3YlibjrNu69e4VP/4AgPPb7ZPcmmxUs/Osu2Pc0oqkxjawWv/ewCrZ0Pzk7ZNC3OnRji0KObGBuaZ2EuS019HMuy+dHXTxCK+Pjt3/8goYhbO16WSVhBuaTzza+8QaIyzNOf2L3GC+BecWZplNZgJRNF10p4OD/HrngzAAO5WV6Y7uU3Oh7h1bk+an1RejMT7E208W5qkE3hWlqC11fI0+U0I/kFOsPVnEgNUbYMKr1h+rLTbI7U8uZ8P3sTrfdVxRWA1nCCT7ZuI+71s1AqMJZP0xyKI97UImlZNj99/gJvvD2wuhwBbNlcxxd+41G6OqpWdQas2pcgoCgSVZURnnwszKH97QyNzNNx04AjCh5MK03GdEVnRMGDKKw14HkvUNJN3uofY2Te1U6vioR4qKsZWRJRxY09hrIsrRmgBNzffvMK5cKrl5ifXEQURXxBL4c+vBtJlojE/Ow90EahoLFjTzOZpSLJRIg9u5q5OuhOfnv2tFCRdMsji7kiL10c5NzoNCXdwKcqFMo6/8unHqMiHEAUBH7yzmXyJZ1PP7qD4akUL52+yq996ACGafFXPz3JJx7dzsGWRkJeNxgNehQ081UMa5aI7yH8yvtzDa6h1hfn6bZtzJbTXM5M8NLseZ6s2UlA9rrn7uIEr71xZU3Kv7O9it/9nafoaKtcd5ISBAG/T+XA3lZqqiL8yX9+blWnULGo863vn2L71gaqKsNuudOxsR2XxZ8z3GxCR6ia6VLabbN8H/DK2DAgEFDcyWU4vYSir2XOr98uJyBJIqoqEwn7aG2p4NFj3Zw4NcLfffM4/VdnV53HgcE5/vwvX+X3/99PU5FcLZ/eGtxMUq1B3YColygu3/fK/Zljn1kcpmhp7Im38eLMBR6r3kreLPPa3KUVAuGtcE2n5qZX3fOhyIRCXlqakhzc18aX/+ZNnn/p0qoswdWhOd54a4CPf3T3utmBpoYETQ1rF07rHYdHkvjzMycQcE3y/vd3XsOybaqDoQ0TTTd8JnvPjLFjXwu6ZvLua1fo2dFIsaDRd2HijrXDZFWYypoor7/Qyyc+d2hD+5ufzWKa1kqngSAIdGyu4+UfnyebLgIOuw93cPKNfsZHHlyqd3Eux+TYIp/77Uf57t+8Tf/FSarrYuQyJa70TvKxzx4kFLnet3vjibZth+e/d4bZqTRf+BcfxOt7cLafJVPn7fkB0kaR7nAtWaNMSsvTGEgwmJsjoviYKC5iOTaGbaGKMg2BOHW+GO2hKnzy9WOxHYfLmUnmy1kW9TxJT5jDFZ18a+w41b4o1b4o7aGqu7ZgvhFZQ+NPzr1CyTRJ+gIUDR2vrPDy1FV+b8cjNAajwDJPYHSB7/3o7JpUeVtrJf/4tx+nrXX9wXc9CIJAKORdtzVTFkPEfIfJaGcAh7BnO4r0/nhdR/1eDu5sp60ysXycGyPf3Qsc22FxJk333jZUr8rZV3qxTAtJltA0k97z4yDA1SsW8USIcMzPxd4JTMsmmy1x6fIUP//p/TQ0JOifXuBLL59kR3MNnzq4FVWW+ObbF4gFfCupR8O00ZeJqJphsZh1n0/HcSjpBtlSmYH0IptqKpePUEWSFvHIdeTKpxAFLx7pFpqs7wHGiwtECx62RptoC1bzxvxlTNu993Td5KcvXFzDHI9G/Pz6Lx+9ZSBwIwRBoKkxwa/98hH+6P/4IfML1zUQBofmeOPtAT72oV00BuMEFA/DuQVUUeLc0igJT4isUSSseElp65sMPWj4ZZWwx0NQdceItFamINyb57QgCAQDXh4+0kVbayV//v95hbePD65aMJ67MMa3v3eaX/ncQ6uC2Fpfy/39kHtA3iyRNcpYjs1gfoZjzmZ022SunIEH4MkgCAJVlWF+9XNHmJ7JrOoMsSybt44P8vSTWwncppvnZmglneMvXMQyLLwBD7UtFfzDXftYKBWRBBGPJDGZzyILIk2R6KoS2O2wYSUTx3EwdAtDN7EsG10zMXRzwySoo0/2cPHUCPPTG+tn10r6iqDMNXj9boeCVjZwHEhWhtm0vZHXnuvFMu+fgOQ4Dv2XJvH6FOqbknT11HPm3UFMw0IrG+iaQaIifMvBYGJkgee/f4ZQxEcw7H0gCoHXIIsSHeFq6v1xBCDpDdIZrsGwbebKGXyyymBuDmdZZjXpCd1athOo8cXoDNfglzwYjrm8KhGQHpCw0XQxi09W+N/2PUVE9bIzWccf7HyMnng1g5nrnu/X0qfTM+lV3w+FvHz+M4fuKhC4EyynSKZ8iohnJxHPbrLlM5j22nToe4Ggz0PUfy2b5DCeyqxKGz5ICKJA5542LrzRx9s/PEXz5nqU5eeoXNQxTZtYPEg6XaSqJkJVdYRDBzuoSIZIxIM89eRWqpZTl9uba/g3v/gBWqsSfOudi/z5c+8ynspwaWKWbLG8shDQTYtCWaesG5iWRbFsUNSMld9o2jamZWFaFo4jElA3ISAjiQFKxlXez26CoqmR1vPYjoPtOKS0LKbjBgNjE4ucPX+z7gA8eqybHdsa7yoo3dJdyxOPrvYAME2bV17vI5srMV3M8KPxi5xKjVPlC6HZJjmjRFovktFLWPfA6L8XPNzUzEMNTfRUVNEZT/JUSwdh9f68CARBoKEuxhd/8zF2LpecrsGyHH724kUu9U0/cN+Ku4UDTJUWuZSZIKXluJyZpD87hWE/uDZGQRBIJoI8/UTPmpLr2HiK+dTdBX2iJBKM+Ekv5LhyeoTF2QxXFhf4j8ff4i/Pn+LF0SG+dP40f3r6OGdm19pq3wobXvrpuslX/vQlbNtmfibLn/7xj9E0g1g8uFJrvwZn+e/GuaixtYKGlgreevkyG4m2ZEXCth0s6/pFMXULQWAl9S6KAkee2MKf/7uf0NZVvb5N1F3AMm1Ovz3I+PA8/+mPvk96sUAhVyI1n0OWJSRJpFzSb2nNG4r4+NxvP8Y3vvwGp966yoGHu+95IiuaGsOFWUQEanxxUloGRYSo4qNsG5RNgxOpIUzHQJVEeqK1zJZyNPgTbI81cm5p1JVc1dJkzSLZbAFJEGn0V6CIEpIANb4IU6Ugw/lZ/uLqC+yMNXMlO8G8tkTZuhdN7+vQLRO/rOIVZWKqj4Ci4uAQkNVVD9r0TIY33xlYE1MePdTJ3t3ru6rdK2ynjGnnKJtu6tZ0ClgbNoe5P0wtZvn62+eoDAexHYfFfIlfeWQPhmWhyq4KXkHTMYUis9oIqyt9DiE5BqzPPykXdJyYK7m9/HEm+qewDAtREpkYmKFzdyuyKhMIeWnvqsa2bHbsbsaybMbGUnzne6eIxQI0NiRILRYoFDRUVcanKmxvrmVrUw2Fss7Q7CInBsf569fOoEgS/+iZwyiyyCunr3JpeJZCWSeVKfCHX/oZtuOQzpWJBnw8XdNJMugSwxzHQTOTGNYSZXOcsGcP74cr3jXU+xOMF1N8d+IdDNvEJ3kIK34cx+Hs+XGW0qt9CaIRP08+ugVZvrtAWZJEHj7SzXMv9rKQyq+8PjQ8z9WhOXq21fGBuk0M51Nk9DIPVXRRtgzcEpZIhfheGMGtRV9qgYZwhDfGRxnPZvApCj7r/idDQRCorgrzK7/0EBOTS8zOXQ+8l9JFfvzceTZ1Vd9Rwve9RLU3ytmlEd5Z6CeqBjiRuoqDQ2uwigd5TwqCwKauWqIR/6pMUT6vsZDK03yD2+GdYJkWI5cnyS7m8Yd8iIrEq2MjfKijG68s882+i/zzA0eZKeT42dAARxqaUR+ka+Evf+ExtPLa1JE/4OGHX3+X9GIB27YRRYlSQcPQTXw+lXzWlSqWZYmHn9rKV//bSxvKJsQSQRzHYXYqTWVNFICp8RTBkI9Q+Hqvd21jgvZNNbz10uW7jgUcB4oFDdXrWmWm5rOMD8/zic8dpqo2hmlYfOev36K/d5J9RzqpqI7Qe2aUHftb1+0RjSWCbN/XQjZT5Htfe4f2TbVUVK9PDrkTpktLXEyPsj3WQsYoYjoGld4I1d4or8338rHG3XhFldHiHC/MnEMAjlR2IQkikiCyJVrHa3O9bI02AA7vLFyh2htbUdYaKkxyoKKdqOqlOZigLVhNRA3w+lwvjYE4QeX+zHgkQeTswhT/8uTPGC+kUUWJN6aHmSxm+Hynq8boOA5nzo8xM7t6dR6N+HnqiR48G2DI3w1kMULcfwzHMZb/HUYWH6yQya2QCPnZs62FqogbDAzNLSKJIoNzKTKlMh5ZZiaTZ1urn5Q+g4ON7Vik9FnGiwNsCe+n1VmrtOfg8O5PznDw8a0oXgVFkQnGAuQW88SroyAIFDJFDN1EVmXKy6Suiip3ollKFfB5FT75ib2IgrASgtzMQbBth4BHYVtTNVubqsmXNHrHZ1FkiQNbmmmoXL9jRpZFGpLRm66lTU4/i2ZO4jgmPqWV9zMYCCl+jtR3MltOIwkS1d4osiCh6ybnL46v4UB1d9XQ1JS868BUEAQa6uN0dVSzkLpua10s6pw7P06oxUfB0omrAboilcv99df3UbqD4t2DwlgmQ9TjZXOygmONzXxvoG/dboJ7gSAIdHVU84HHevjrv3971bk9dWaEkbEUXR0u5ytrLOIRfXgkH45jkzMzBOV7Gz83ivZQNb8d/MDqa+u4z9WDviMjER+x6OpgwLQsstm78/dWPQqHP7iT1HSa8asz6JqBJpt0J5KookTC56cqEEARxZXs10aw4dHW51eJxgN4vApa2WDwyjSyLFFTH6N7WwNf/a8vcuqtqzQ0J3ntuYt4vArV9THmb5C5bemspqo2yhvP9/LIM9uXSYE2paKOZdloJR2tbKB6ZCprorR11/Cjb5wgGPKhawYv/egce490Eghen6gkSeToB7byx//im4jSnS/fwlyWzFKBQNDLxMgCZ48P8cFP70MUBQYuTeH1qRx9ciuhiA/HdhgemOXMO4McfLibR5/dzl//2cskqyJs39eCgECxoNHcXrmyfUEQeOjxLZw7PsQP/v5dfum3H0W5B5KLg0PaKJDSctT5VApWmZSWpdobBcftgffJKm3Bai56R2kNVuO5oS92urREc6CS3fE20kYB07HQbROPKDNSmCPhCTFWmAcclvQ8RUuj3VNLvT9J0hMirNxfW1NzKM7v7Xh4zY0oLL8Hbrbp5OmRNa03WzbV0v4AywPXIAoKQbVr5d+Lxdcw7fenl9uryIwuLNE3tdxiFw4giQJhn4fjwxPMZfI8sqmVCm811YFq5sqT9OfO4peCPFPzSzT4OpieWt9Jb35ikd63+pFVmXAiyLYj3QQiAWZHXS5NrDKykk0zDYuxkQWWFvMICORzZcqGSTjqyskCTM+kWVzMEwh4MC2bVy8N8frlYSrDQT5xoIeQz8M7A2M8f26ALzx1CJ8sEw/7qavY6MAtEvc9jmZNoZuzFI0Bwp69932ONwoBCMheWoOricfpTInRsdWthIIAO7c14vXcW2Dq9chs3VLPW+9eV/NzgEtXpthdbuFSYdo1NrMNdsQb3seQ6Do2V1Twk6EBkj4/BUMn6vFiqA+OSyPLEo8c6+a5l3pXyZ4vLhU5dWaUjvYqREGgP3eOtuAWNxgALmdPsi26MY7ZvWIoP4ckiLQEr4/hRUvj3NII+5OdD/R6KLKE96YsiOM4t1RWzObKy/LGyspYaNsOY+MpTvzkHJZu4vWp7H+6iW+eHuebfb1IgkBfap6vXDhD0TDIrUMEvRU2fIf/4OvHOXCsm5aOKl76yXl6z4whiAIHH+5m575WHn5qjm9/9U0QwO/38JnfeoRYPIjXqxKJBUAARZV47Nnt9J0bx+tTcBx4/flejr9+hWJe4/nvn2Xg8jSf/PxhwlE/P/erR/n6X77On/3xjxBEgU3bGnli2X8gEnMDE4DGlgr2He2kv3fylozza5gcTfGNL72OYViIosDhxzZz8JFN2LbDyMAs2/Y0Ewi5wYYgCmzf28K3/+ot8tkS+450US4ZvPKT87z60/OulkFbFZ/74mN4vSqxZYUxn1/h4790mC//lxcYuTpHx6Z7I0fV+RJ0h+vRbYOEGqIzXIdP9uDgYNrWbWuKPkkhpWXRbXPlczmzSFD2cTEzSljxM1qYo9oXozVYTVuw+oHxBQCyRpmMVuZobStD2RSqKFEfjHJmYZK5Up6ox8fiUpGh4dXkT1EU2LOrGa/3wacOLVsjq51cKQ0UjWGg+YHvZz34VYWO6iRvD4zRWhmnMeFKJGuGRU0kRFU4SNkwWdJTnMm8QM5coiWwhU7fDlTRg2avL4UqAN17W9myqwVJkZAVGVGWMA2T3GIef9iHN+hFWH4uAkEP0ZgfrWxi2zbBkBfDsnj55UvEYm4af3GxwLFj3QCMzi/xzbcv8GhPG9PpHP/1Z2+7QURZ4yN7t1AbD/Ozd/vIFzV+4Yn17bp10ySn6SQC1wJMm6XSKxjWPBHvIXxKG+9nZuBWmF/IsXhTicDnVddtg9soBEGgraUCj0ehfENmdWo6TcL286lm95wJQM4oEVK8iIJI2dIfaN36dkj6AuypqWW2UCDh99MSiXHq0uCdv3gXqKuJsnVL3apgwC3LjPHRD+3E71ORBYUFbRq/FKZk5ShaOcT3xLXzOmZKS7ybGqApcL3bqmhqZIwi+5MdPMj70nacNTwhQRBu2R45NDrPqXOjfOyZncSifoolndfeHuB87ziP7mqlMJ9lfmKJ1FSaZ9o6Gc+5GdYPt3eDIBBUPWyvqkHZgMYA3EUwsDCbJRD0kFkq0Hd+gs/8xjEKeY3XX+hl/5FOPvG5h3jyI7swDAt/0IM/4PaIbt/XQtfWeqTlPv6urfX84X/5LIGQD0GA3Yfa2bz9OvNblEUCIZd8V9eY4Av/4oPkMkVEUSQc9a9oBHzuC4+usPVlReLnfvXoivfB7dCzs5Gm1o+j6yYer7IiUOQ4Ds9+ei+qqqxqF+ncUsc//P1nCEX8yIobzBx4uJtivowousfq9Sns2N9K11ZX/EUQBFo6q/gn//KjeP330lHg4JUE6v0x4mqQJT2LYWucXhxgW7QZRZR5efYcmyMNtAZrqPJGuLHDxXEcmgMVjBcX+On0STpCNXSGqmgMVDKYm6UtWMXueAfHU/2ookDSEyWi+LEdg5Ci4JOUW/IiNoq5Up535kY5WtvKu3NjRFUf9cEoFxenqfSF6IxWuCvQpdWDbzDopavj9haw9wpBEJHFKKadBxyivv2o0vsz4JYNk7FUmqVCiemlLF5FpjISxMFBM00mFjM4QEVFlKy5hFf0MVMeY6bsmhTV+pqJs74Ai+JROffqZSavzhCMBfjQbzxOY3cdxVyJ+YlFChmX3Q8gya5ol2XZaGUd23Zo7ayivb1qRatgfiGHLLnP2XgqTXddBR8/0EO6UOJ3v/pjntzewdM7u4j43efUtm2mUlkujcysOTZZkggEVV4ZGGZTtbv6qgyryNISqlxDVjuJKHjwyGtNnN4rWI6N5dhrgt+Z2cyqCRtYMZy5H1RWhgkFvau2nc2WWEwVaKh1s2SaZfDmfD+P1/SgCiJ9mWlU68GWyW6FuWKe2XyBrK5xfGqCM55pqq0Hq7+hKBI7tzXy0qt9qzKBYxOLLC4W8NeptAV7OJd+g5FCH4Ig0B7ciireX7nyzhDwSx5CN8iMi4JAzrw7H4KNoFw2yBdWb1eWJaK3mLM2d9YwN5/lr7/5Dvt3t/LuqSG8XpWf+8he/JKI2l2LXjZIp3Jsb63hcP1qzxfbccjp2obH0g3fbf6gh6H+WVLzWarrY1TWRJkcS62w+CVZdGVNcSejjFFEEWX8Xlf7vGhpGLZFRPGTrIpgOTYLWo5QyLtiMKRZBhmjuNLjYDsOeaFMtCJI0dKZNbKIJvhlD+GYf1W/eiDoXVU+sB2HJb1AWPGtiGkAWKKDHYSkGnFNKEwNzTSIqUGiy4NhziiTM0oggE9UXS0EUUSzTJb0PDF/gMpQFN02WdTyYPlRvTJZocxUOb2yL19YwaeqFEyNjO6uRj2SQkTx3dZJqmimSJfP4hG9ZA0ZzVqgO3iVptBjLJbf4mjFbtL6KB5pnqxepMmfwXHygMsALlkpMvoIRyramCtdxHQuk1RyeAWThyo2M5L7KWUrTHdIYar4DqYVJWv0MF08gW1l8HsfAipveXwbhbMs3nHj37XA+JrKW1lbPfgm44H7HnxvfTwWBb1vWfpWwNT7cJz3p50pr+nMTMzhUxV0y6aguek7SRRJF8tUR0Jsrq2kKRSiOfxrSMKNj6aD6RjM5tevLUqySGYhR0NXLZ27WpBkkfErU6TnssQqI1TdUO/OZUuYpk0k6kNRQ2TSRXK5Mj6/usKDuVEERTctMkWNcyPTlA0TRZKoCAcZnltCEgXaq5M4DrzbO8rU/NpOoXDAyyef2LHqNQGZgLoFy84iyjVYTn7N995LDBdmqc4HabuhTCDgutPdXLKKRQOEgvc3IYWCXsJh76pasaabTM2l2WTXICBg2DZFS2c0v0BE9TNcmGeTb60r5nuB+lCYmXyejFbm6dYOeiqreGH64gPdhyAItLZUEAx4yNxQI89kiszOZamvi6GIKgcSH8B0DCRBwnKs91ymuiGQoClYQYP/ej9/2dK5lJm4Lxv39TAzm1mz+ImEbx1siqLAoX1tBPwe/vZb73J4XztPPryZcr5M38lhvH6VaEWYiZE53mCBD7Z3EfVeDyxyusZ3+y/z2S3b8cgP0ML42Ad6+Nl3z+ALqHx4ucZeKurUN69PrPnK0Ot0hmt4qmYbAC/PXmY4P8cXO58EYKq4xL+68C0+Wr+HD9btRBAELmcm+ZO+H/OPu59mV6yZRT3Pf77yHF/oeoKfTJ3j1dnLJDwusfBQRSfP1O1YUdW7Gbpt8ucDL/Kpxv10hK8/9APZGX48dZbf6XoKSRT5u9G3uZge519u+wQx1U2T/nTqLD+cPEulN4zpWOyMNfOpxv0MF+b4t73f5zfbH+NwRSeXM5P88aUf8tudT7AlUs8fXfwOlmPjEd0U945YE59pOcwb81f4q6E3qPFFMR2L7nAtn2k+jFdYPxVuOWW8UhifXEFGH6XC20NWHyWq1jNVeIUl7RKmU0ZEZ750moS3G48Uvf59u0xGH0YWvWjWHA42Fd5NhJR6TDtL2Vogow+jiiEiaiOatYTjQKV3O1ljnLinc6O3xS0hInBhcYZ/d/YVrqTn8UgSFxdn6M/M8wvtO3Ec9+G4mayVTIYI3kXP7d3AdkpYTpnKwLMIiMwXf4rpvD+93FXhIA9vr+edgVGmlnKEvK7rZ0k3iPm9SJJI38w8pmcGnyrR6O9Y+a5ml7icPUnS2brutvNpl7ybSeWYHVugurmCioaEq8xoWCzOpG8wIBKYmU4zPeUgSaKbFZMEhkcXaG11A0BRdIlvgYCHeNDPXCbHV149BcsCW98/eQlREPCpCl946iCCIPCB/d18+tEda45NFNxWKGTXrMirKMT9AXzq2s++X8gYRX46fZoar0t6DMhejlZsYXGpsIbbHI348dwjX+AavB6FcGj16s+ybE6NjlGzFEMWRfKGxp54K2eWRtAtk6Zgkjp/9L72u1G8OTHGK6PDNIajDCwtMl8qUjYfvP5GIhYkGvGvCgY03WRmLuM6uGZPEZSjqMsOktOlEbZG3lvOQFQJrCm3ekSFnbEHu0gwLZt3TwytcV9ta6kkmVxfzvtS/zTf/+m5ZaVfePf0MFeuzoJlUYtAQJVRVJlkQ5wriwucf2vGdaRdhrZs+fzAFQg7NtVS15Agmy1hGBap+RwNzUla2ivXZfFnjOIqo42iqZE13JvAcRzOpccoWTrHU4M8UbMVr6Sg2SZZo8RzU+fZEqlfXt3nsRybnFFid7yFX2g+xGhhnv/76isoosSH6natG4woooTpWMyWM6uCgXkt5/oSiCJZo8S59BhLWp6ruRn2Jlz5z7ypsTlSx6+3P8J4McX/2fdTtkYbEASBsmUwkJvhcEUng/k5SpaOZhnYjk3J0vnN9sdoXSajqKKMiEDJ1GkMJPinm55lXsvyJ5d+xOZIHQfjHWuO+xrS+jCCIFPt24OA6+IlIOCTk9iOQdlMoaoBSlYKERnhptpayZwnralYjo6DTUYfQRZ9FM15LEdnsXyFpLeH2eIpvHKCgFJN3phCECRE4f5ThE2hGL+5+QCmbbO/8nqf8cGqJjbHqlyb6tTaFWFFIvTAVBtvhiSG8MjVTOf+DgCf0owixtd8rlw2mJ7JrJSk7gaWZa9JNYNLdPWpMpphrkykggAVoQCLhRJ9U3M0JWOYLPLGwstElOutRqatI4kySdYPBmzLJpIMIysS2cU8CFDXVkW8Oope0rnwRh+WaSErEl6vQiIZQisbCILLIfB6FSan0vh8bnAqSiJVlWECAQ87mmv54196Bst2BYRMy0aVJbyq7AqcKDJ9y+W6kH/9IC5X1rg8PU9rMs58vkC2VOah9uYNnc9iUWdmJnO9bfIuYBjWmswTgCJIbInW0xV2V96SICIjrfITuIZw2A3U7geyIhK46dw4DixmCpxdnHCFshQPCa+PZ2q3A7CkF8npDz5VvR4ea27jcH0jaU1jaGmRxVKRjYvYbhx+v0ok4oMbZBxs21kZB8p2EV3XUEX3XOXM9C2Po1w2mZnJ3PNYISAQj/npzY6TN8s8WbP9+nsPuETpOA69lyZ5/uVLq1rwVVXm2JHONaTCa2htSvLZTx1AuunedxzIz6axdItwPECxpBMrFThQ20DUez2LldM1Xhsf2fBxbjgYmBpf5AdfP87ifB7BNeWjsibCh39+/0qb0qoDBkzHQrPdCNO8gQxj2BanUkM8XbuD4wuDTJWWVibQ9lA1GaPIleyUy5y/AR5JIa4GiKsBPli3k+emz/NYdQ8Bee0gJCJQ4QkzV86woOV4aaaXx6t7SOsF4p4gIgJXczN4RJlDFZ2cSA2xO96yUnrwSDJRNYAqygRlD3mzTEjxUeEJMVvOULYNJouL1NxgMyog4JWUFStU+YZWIVWUiap+grKHqBpYkR5dHwIJTzfNoccBkSV9gJK5gGZlEAWFmNpOSusjKrTRGHiYgjlNyUrhl5cnEEEg6mmnyreTqcI7mE4Zn5xAFGRK5gKtoadJaX1oVpoa/z5KVgrNSiMgPDDCzjWN74dqWlbKNLbjcHlpFll0NSTWH3x99+zyeCc4jo5l57Ad10fesgvYztpugpNnRvinf/D397yfzDqtQqlckbf7x0iEAtTFI1RFQwjA+GKG3slZSrpBYyKCI+fpDu2iMXC966FsFRnMX4Rb0BuW5rLsOtyFP+Tl7KuXMHWLqcFZ5sZTCIJAz+GuFR1zn1/liae38cYrfYyPLZCoCFFREaauPk7jDdKn166BJAqMzqf5/slLjC2kV4KBTXWVfHTfFmpiIQ5vbbmjeIzl2Ji25X5fEjGsRWQxjCDcfgh6+/ggvZcnb/uZW8Fx1r8WzcEqYmqQy9kJFEGmI1SD4AirtPSvIRC4ve3uRiAKwoo50Y2wyja6ZRJUPMRVPz+bvkDSE0QUBObKOQ5Fbr1YeJAYzaR5d2qChWIBURD4SOcm3r304PU3FEVat+SSyZVwHIeu0C4CcghpeVrKmkt4bsEZuNA7wT/9g6/fs7SMR5X5vX/8FEaFxdvzV1jSVy9MGgNJDiQ67+vaXzMuOnt+jP/+5ddW6SwA7NzeyIE9rbfcx/xCnqvDczx+bNPKZzTd5KfPnUefWCQWCzJwdpSDz+7gCbWNzclKfPL1wEKzTPyKsuIaeydsOBh47ntnaO+uYfc/aEdVZTTN4O1X+nj5Jxf41OcPr3tRfjBxhjOLowCMF1NsjriR+Ew5w0w5wy+1HmGssMDZpVFaltmcPklhb6KNF2d6+VTj/nWPRRAEmoMVZI0SRVNbNxgAqPVFmSgt0pue4LvjJ6n1Xe+zd3A4kRqiO1zL7ngLXx56jYxRWikVTBYXeXXuMv3ZaXyyh85QDdPlNDE1iGabzJWz5IwyFZ7rgVDR1PmzgRcJyl4E4Kna7Ryr2gTAbDnDa3N9jOTnMR2LnuitCVN+OUm1vwlBkHAcB0XwU+Pfjygo1Pr34xEjbIr+HIoYRBQU4k4H4g0lB5+UoNq3C1UMUxvYj2lraFYaEKjx78UvV+KV41h2GVl0e3oFQcQjRfDeUG64H0wVsrw8NcihquZVr785O8LmaBW7o3Vo2tpUpN+n3rFSZ1k2qcU85gZVJ6NRP36fiih4SfgfI6ddwMEi7NmBJI6s+bymmczNP9jyQTLk5+iOLqSbTJa21FVREQowsrDElekF9nfWUedvWdVfbTkmATlMcW69MyPQvaeVif5pLMtiy4EOVK+CrhmUC671dGYht0IItW2H1EIOB9cGfGYqTW1jgvPnxzl7dgzDMMkXNJ76wDZqa6JML+X4s+feYVdrHU9s68CjyOTLGu/0j/HfnnuHf/7RY6TSRVRFwu9dPeE5jkPf6By1FWHaKxKMpJboqEzSURGjaJzBsFL4lQ5kKY4irq/BXi4b62Za7gdpPU8mk6Y9VItum7w0e54nkjtdRdWbcKtV291AEAQ86toVrGKLVHhCzGhZgoaHQxUdtAUrEQWB2XIG2Xx/TLRSpSLT+RxeWcYvK8R9vvvVb1sXgrh+UFQuuYqyE8WrjBT7CEghvFKAkBylO7y+m6Wmm6s4GHcLj0dGXxaxCypeEp7VVuU3EgrXg+O4x6DdkHlyHLBsV503kysxPLLA28cHeffkEJnM6qC0sSHO53/xEOHwrfczPL6wZsEkigK9fZOE8jqC5bjlwfkcu3Y1o1sWZdPEsywwJCBQHXgPvAlymRLtm2qJLvtx+4Me2rtree35i8urgrV7PJBs55GqzQC8OHNxhaF5IT1G0dQYys0iCSLvLlzlmdodK9/bn2jj3YWrXM3NrrtdANuxXc+CW0nuCgKV3ggX0uNczk5xoKKdy9lJckaZ7nAtGaPE2aVRdsVbmCwtMV/OcjU3y95EK+C6Ar4808tAbpb/ueejVHrDTJfTBGQPXkmmLzOFKkqrOAseSebZup00+hMIAlR6rg/oC1qO1+b66E2P8882f4gGf2INWekaJMGDT74+OGpOiMu5eSRhnJ2xLgby00iCSFswypXcGJPFeWp9SSJqmbNLA3glle3RdgYL40yXFmkKVNER7FmZhEzb4kpunvlympZgLQJwOTtKQPbSEqjlysJxCmaJRn8Vlc69EQktx0YU1opC2o6DbpvLbTarf7+rLineMRpPZ4r8m3//Iyan0nc8DkkU+OJvPcZDBzuwnTKp4quUzVEcx8awUlj2gzO5uh0EQVhh6N+Ic+PTXJmex3YcFEmiaJawxCIBKYQguF0ui/oc8+VJ/OuQHR0cJq7O0LO7Fcu0aN7SgOM4bD7QQdeeNgzd5J0fnqJ7bxsevwfTsJiZShONBvBuUtE1g2QiyN49LQwNzzM0NEddbYzwcnvt1ZkUtfEwnzmyA/kGFbMtDVX84TdeZDaTp29oFttxOLx19fFZts3Pjvfx2L5OBhYWUCSZuN+HV1ERrAZKxhBZ7Th+pQvFs75o0XuBoqlRrYRoDVZh2CajhTk028Cy1mY33C6o+9/neqWGvOaSqltDCSq8IXRb452Fq1iOQ8nS2Rduvf8dbwD7a+vZWlHFWDbDldQ8Pxnsp2w8eM6AAOuqOFqWjQPU+dsQBYm0MU/OXEK+BafqQcIjKuyItfBY9foluFtheibNv/53P1wlPnfNPbVY1MhkS2SzpXU1BFqak3zh1x+l+w4WzKoiU7hJ8dYwLEzboXNHE0ef2IpW1EnNphlYSvGl86exbJtPdvdQ4Q/wrSu9yKLIF3btZwMChHfBGdhSyze/8ibb97QQjHhdx8ITwxw41rVuWtfVv4+uZAN6MxPkcjMYtsXx1CBhxc+JxWE0y023T5WWVr4bUwPsT7Tx8mzvujUj23Hoz80QVwO3zAoAJDxBlvQChmPxiYZ9fGf8JJptEPcEGMzNkjVKLJSzLOl5/LKHE6lBdi87Ae6Ot/Kr7Q/zHy7/mLNLo3RHXK0AWRSp9cV5N3WVlmAlWf16Os2doCvpDNesOZbNkTp+d9Oz/Gn/85xIDbEj1rSh8246Fq/MnaY73EjSE0UATi31oQgyNb4kpxb7OJTcRljxM1mcRxJENoWbERE5szTA0YodBG+KcvNmkYuZIY4ktxNU/FzOjhCUfXSFGgkrAcqWxpl0P23BOgrrrN43gmp/iIxW5tXpIfZVNCAKIoPZFL2LMzxWd2uXuo2Mu7blsLhY2NDKQBSFlejdzQwcxVkhDInrZgaufe9esZ6Lp227wc/NvuJLhRLJUIB8WUOWJMqGyaXim7QFe2j0dzKQO8dg/gJbIwdvOSktTC5xodSHbdnoZYOOnc2oy6t0j22z5WAX8rICoCAIlMsGc7MZ5mYyHHlkE7l8me/94Awej0xXZ82K3gCAV5VZypfIFDXiQR/gSo8v5IqUdANVkjAtm6+/dIYXTvSvOi7HcVjKlTiyqw3NtDAsm1cHhtnfXEsyNEzU+xAeuQ7hDhyVe74WDuuqrzUFKtEp8Z3xd1BFie5wPRHF/75LHZQsgwpvkJjXT0or0BmpwLQtruZmiamBVSJi7yVOTk9xbm6GnK7hkxUinveGwAuuidbNEEV3SZfWF5guj2A5Joqg4pF8t2X0388zKooCCLA12nhP7pClssH5ixN3/uAN8HkV9u9t5TM/d4C2lso7Hn9nayUvvHqJ51+5zKauGkzT4p2TQ9iWjZErIcsSed1g/Oos50o62yqrqQ+F+b/PncQjyRysa+ADrR0Pvkzw6NPbSFaGuXJxkpFBjUDIywc+spPNN5lQ3Amz5QzTpTT/bPMHaQlUotsm/7b3+5xbGqXW564OBAQOVXTys+nzLOrXWzFKpsZsOUNfdoqfTJ7l55oP4r3NAxNR/KT0PAlPiPZQFaooMVZcICh7eWnmEocrOvmtjscRETi5OMRfD79JZpnkKAgQlL18rGEP/7X/efYl21ZomU3BJN8ce5eHKzdxwbie/nGW2xnny25tyCMphGTvym/ySgofbdjDH1/6IZcyk2wO3bl1qGRpGLZJZ6gRVVSYKaeWnQk1imaJzlAj59MDdIWbsHEYKrj11f2JzbQF6ziT7mdLuIW4er2cEZB9NPqrOJMeYGukDcux6c+NYTgmhxJbiaohArKPsBKgyL0Z+URVH7/YsYuv9p/k20MXEAQB07Z4urGbllACQzPXrJYcxzVyuV+Ng1tBEERkYTW/RWDtRNTdWc0HHu+5o4DVerBtmx8/d4GBq7OrXh9dLgN0VF1zLRSQRIGmZJTRhTRBrwefotAQqqNGeIYTSy9yduk1Ep4aHq78OFElyVh6ce1vAvY+uQ3Psvqm17+6xi2KInUd17Mftm2TSRfQNRNBEAgEPUiyREtLBZIoUFo2CLsW0HTXVuDzKPyvf/8cbVUJ/B6FTLHM1ekUu9vqqIqGkESBDx3ewv4tqwNc23b45svnCHs9HGxpBAEml7J4FRHDWsAj16FZU4iCF0VcX5u9Z3Mdjz+y+Z7uB8uy+OFPzjE0srDqdX2ZqKxKMo9UbqXWF0fX196P4Fqa32xTfi8w18kCehQZn6TglWQUUeTN+StMFpdoC1VR4Q1v1APuvrG5ooKmSJTv9V/moYZGqgIhXrjyYFsLwX2+11spq8vdGoqokFRrUEQVyzGxHAv7Fq2FbS0VPPvUNnJFjbJmEAp40Q0LVXFLq6oiY9k2+aKGV1XwehSy+RIBnwevx9WSCYa86CWbgFdlLpXD71MxTAvDtPCqCoWShtej3DeV0utV2N5Tz1NPbGXv7hYCfnVD93NFMsQvfHw/P37hAq+/exVRgLraGL/2uaNMXZrkua+9hW3bdO9r47X0VZ5q7aQmGOIHnj4+0b2FbZXVyHchJLfhYEAQBOLJIAeOdVHfnERRJKbGFznz7iB7H+pY8+NiaoCgfJ38EZS9xNQA48UUrcFK6v0JJFHEKyg8VNnJ5cwUDf4EcTUIAiQ8IR6v2crz0xeQBZGo6ueV2cuMFBZQRZlPNe3naMXtjYCCipdqb5Rt0QZ8ksr2WBNLRgFZkFjQcnywbucKua0zXEPcE2C2lCGsXLco3hypY3e8hTfnrrA70UpMDdDgT9AWqqIpWMF4MYVPUpEEkaDi5avDr+NZ9qffEWvmMy2HCcge4p4gAtAaqORYZTevzfXRHrhziloVFRwc5stpYmqIofwUsiBhCw6jhRk2R5qp8SV5ff4sHcF6tkba2BXrRhVltkXamNfSHF+8RHOgBmWZrCUKAjujnUyXU5xZukKlN8auWBebws14JZWcef/kIUEQ2JWsoz2SZKaYw3ZsYh5XT6Jo6ngleZX+/TVsqD4suJH9epH1eqvyu0VdbYwPPb19Xf+JO8E0Lc6eH18TDGRLGj89e4VzUbc2WRUNcbS7ha7qCrqqr6ufLepzXMmdWU6XpogoCS5nT5LwVONlrS0zCFQ2JkgmQuu8txYer8LDT/SQyxRZXCzQ3zdNfXOSQl7Dsm0c2yGdLtKzxQ1Ugz4P/+jpQ5wfneHqTIqSblAdDfFoTxs9jdUokkhbXRKPKtNSs7rubzsOx3a2I8kiY5kMQY+HhUIBKWXSWjGDoMuAhCpVoHjWdnUANDUm+NAz29dkVDYCXTc5cWpkTTAwXlygw1tBQg0xkJuixhdbruuvvR/X47XcLRzHQV9nOyGfl7pAlAp/kIZADHHJZkesCVmU3Iym/f7Yay8Ui4xnM8wXCwyllyibJqb94Pv7Lcsmvw5pOBRwxauqvU14RB+TpWFS+jRJTy3iLTIDNdURnn1qOyOTKc5cnmBLew0zC1kcx2FuMU9zcwV+n8rY1CKtDUmWskUEBNoakyRjQTTd5Pm3+phayNBcl+DCwBTbuuq4dHWayniI2soIr58aZMemeuT7TBlVV4b5wm88SkN9/K6D2pbGBB95ajtTs2lkWaKpPkFlRYja6ijFXBlJFpF9CtobffyXU2/jkWUGFlP89cVz+JReuuJJPtezE+VBGhW99vxF3n29H1WV6dxShyAIXDo3xuFHNrFefu3zrUdRbkj/PVy1GcuxkASRnmjDyoQpCALHKjezL9GOT1LoDFejCBKCIPBs7Q6OVW4iqvr5WP1ePlCzDRERv6zik+4cXfklld/f8iG8y599rHoLhyo6CMpevtj15MqqHSCq+Pkn3c/gkxQaAm6PtgDIgsTnWo6g2QY+SaU5kMQve/iDLR8hqHj5SMMeFEFCESX+l56PrVihgluPEhF4qLKL/cl2BAQEAT7ZuJ+SpW8oavOICvsSmzmxdJmQ7EMWZJ6uOYjt2PTlRjmxeJm8UaI73ERECfBu6hJZo8C2aDv9uXGKZplN4WbkG65FydJ5O3WRsqWzKdyM5dj0ZoeY19IcSPTgERWqvfF1r+vdIiirxDw+Li3N8IPRS8wWc3y+ay+bI5WEAmuZwrl8Gdt2kG7jMxEMevj8Zw6vGVgc4LkXe7l4aX32ue3oFPQBbKe8/GkR631afvk9Crs3tdBV666AJVFc0zIEIAkyfimITwqwP/6E+6Ig4BFvT2i6EddIg4GIH+WmCU7TTF786XnKJYNI1I9pWtTXxWhrqwLcfubX37jC9EyGSMTP1GKW1y4N8cmDWzm6+TonoKQbvHD+Ko/0tNHZWIFtO5jrON3t7qqnbJqcnJxisVBif3MDQwvzRLwHCao9dywRvBcQgIHcFCOiTHrZl+OhxBb865Db8sskzPt5FmzbWbdToSDpvDzTT9IbIOLxMVfOsi/RhiJKHE8NkdLXtt6+FzBtG92y2FdbjyAI6O9BIABQ1gyyudXPrCBALOpHEKA3c5yhfC8JtYqYUsG2yKHblgkEAWorI0zNZVxtjOook3OudsnQRIrNbdXEIgGCfg/Dkyke3teBV3UzyY7j4PMq1FfHyBbKxMJ+IkEvJc1tn41HAlQlQtRVRpibXZsdjcUCfOCxLWtk0w3D4uXX+piaTq+8NjG1xOtvDfDzn9x323HtZhRLOn//3ROMji/i9SrYtoOmmzy0v53HjnQTXBbrcxyH39ixl6y2NtAKqp4NB9IbDgauXJzkM79+jGDIx//1Rz9g8/YGfvmLj1FZHV1ZodmOwUL+W/jVLYQ9LiFDN+dIFX9IMvBRvKKfufzfo1sTpJe3KyCTDHycqOrWkVVRIFX4Dg4OycCHSXhcQQZFWEQvfx3bKVMWVLxKOxHvYWQxjmaOMp//Jg6rHzhZjFEZ+kVk0a2BeiRlpQ53rWugoPeSKvyQa31b1y67KtXiC/4ckujDJ6v4UFe2ARBR3QtxY/Yj7llfPMInqfhuGPO8koJXUjDNO0vhCoJAW6COlkAt4LgBxfIDcjDR49pFOw6SIOIATX6XryAKIrW+ipX3bgycApKXR6t2g+N+zsFhU7gZYEWidXes+75CgbJpcGphguNz40wXs0zkMxysbuL3djxMhTfo9vnGA2u+t7hUwLLs2/Z2+7wqjxztXvO64zj09U/fMhgAcLDQrFkKeh+SGMRxtt3bD7xLRHxeptNZZjI5SrpBxOflkS1tFDTN7dtXXBnrsByl2tvIgjZNhbeOCk8NwvI1GV1MrbNlh/R8jkjQi3ID831qcJbZkXkaumqJVUWIVUcQRZFCroxp2jS2JLlwdoyHH99CJlfi7OtXVngNmUyRnh6322V4bpHxhQziTfeQIAi8dWWELQ1VZDJFfvjWJfdolh0Or12/kM/DZz6wm03VFUyks0xncnRVJSgbvchiCAEZUfTdskzwXqApUMmmmioUUWasOE9I9uNXVEKhtcFpNlvCvMP9eCcYpkW+sLqFVRCgp6aWZxpciemCqbOkZ3lj/goRxc/V3AyHo13rbe6BoyOeoCO+OqszLq2Vlr5f5HJlltKrs46yLFFREUIQBDqC2wnLMSZLQ8xrU1zNn6ct2HPbbYqCgM+rkogGOHdlEkkUaa1PoJsWZd1gMVMgGvISC/s51TtOd0sViahLgi+VDcamF+loqmR0cpF0rkTQ50GRpeVgQUW8xYIzHvXzc5/YSzSy2tDNth0qEiH+9L+/tFISMU2bH/zkHHt2Nd+Vz8WlK9OUygb/5LceJxDw4DgOM7OuPPGOngYqk242UBAEmiLRDW3zdthwMFAsaEyMpvD5VFSPRGNrkvnpDFrZoLGlAkEQcByTxeJPEASF4HIwYNqLLOS/Rcz3CIIkkyr+AK/chF9ZVrkTZIQbWKOGtcBM7ss4jk3YexCPXLv8+hypwvdJBD6MICjM579OpvQqTfF/hSAoKFIC29FIFb6PKtcQ9uxHEiPr1oRvhCh4UKQktlNiIf9tAupWFKeTt398lbjvFN17ulmay9K+vRFZkZmbSDE7ukD33jYuvTNAIVuipaeB/tPDFLMlthzsYOjCOIpHprWngcsnhvCHvHTvaWXw/BiGbrL1cBeB27SU3AxBEJDWmZpXouYb/rNaMEhYd0Hjbk+64XsCNy9S71eKc7KQ4U/OvUprOMEnWrZyYXGGhmCUar9bs3cch8qK8PJ9c311nlosUNaMdUsI9wvHcSjqA5TMCQJqN36lFVG4O/vQe0XE76WlOknf1DzpQpmWihiiILCQL3Bpco6GRITKcBDJk+eV+e8QV6voy53iaMVHqPDc3uhqdnSesbMjNHTWEKuKEK+OUlEfZ+zyBJffHaBpcz3RyjCI4PWphMI+MktFauvizEyl6dxcSywWQJZFCgWNxvoE8Zgb2F6b2Ncbv651hFTGQhzsaQZgbHaJU33jfOSIy7nwKDIWDldmF+isTLJYLNI/N0975QwFXUFAQrlNmeC9wGQpRULz4pc8DOdnXathf4JEPLiioXIN6UwRTTPuy067XDbI5lbfZ5IkUpEM8ebcEHOlHEeq2jha2c1AboaSpXOkspu4sP7i4n9UTE2n15yHgN9DVaXbdeWVfMTVKqq9jRiOznhxAPMOpRKfV2XnpnpUReLQjhYU2c0qC4J775Y1A0WRaVckCiUd3zKxVlUkju5pd1fqElR0+hiwJ/G3qCS9flRVYuem+luaCAHLmd7VD4YkCTx8pIvX3+7n1JnRlddn5zJ867un+MdffGLdDNR6KJZ0YhE/oZAXSXQ7ixLxALLs2m0/aGz4Dm9qq+T8yREEAcLRAOdOuP/f2lVDwy0kideDgETM/wRx/wfWvOc4DgW9F1Fwmb0F/SKqdL39QhJDVAQ/gSrVE/EeZij1z9HMcQLqZqrD/wDHMSnovQTUrVSHf31Dx+RT2vEp7Vh2nlz5OFH/I/isJ5GL76DGAlw9N0pusUDLlnok2WG4d4LRy5NUN1UwcnmSrYe7iFWEqW5KMjOyQCQRYnZsgd2Pu6v2QraIY9sM904weXWWHcc2rQjAbASOY1M0ruCR69HNGSQxjG7NYNlZ/OomHMdAEv3IYgTLLmFY8yhSAt2axys3rTkHujkLgohlF/DKDWjWFIoYQ7fm0K15/EoninT/bV6NoRj/et/TnJyf4Aejl7iaXWB7opaWcJyWUByPJFNXE0VVpVV12YVUnnSmtEa+9cHAQRbD+JU2JCFA2RjHdt6fATeVL3L+5CVCPg8tlTFkScLBIR7wI0si58dnaKmIE02maPR3sj/xJGfTrzNbHrtDMCCQrI0zOpvh8vGrNG2qI1IRZn48RcfOFho316MVtRUFP8MwiUT9bNuxTPwVBCYnl+gfmEFeliceH18kmQzS0JCgIRnl62+dp29ynu66CkRBwLIdzo1MkyvpxII+kqHAin3xhcFpZlI5Ht3dsdKKmC9rWI5NXtco6gZhr0LUdxRR8AEiHrn6fS0XOI7DTGmJoqVztLKHM0uDlCydqsowkiSu0q9YShfI5cr3dT9mc+U16XGvR6GuMoqlQlovkjM1zqfHaQ+51t3TpTT6+8QZeD9g2w6X+qZW9eUDVFaEqFiW4x3K9zJW7EcSZBRRxSP6kDbQaXItUFuv7HijTkTkhmsoCALhoJeypfP3o28yWVwi6Q2RN8q8mbnM5/0Pr3BJ7haRiI9PfGQ3/QOzKzoBjgNvvDPAwf1tPHyka0Pb7Wit5MXX+/jy196ivjaGadpcGZzB51VWTMUeJDYcDHzylw6ty6oUhLXyjY6jYdluF8D1+ux12De8DyKi4FlOhVpky28R8u5FQCJbfpOY79F1D1NAxl0vvzcWl+n5LJFkiM5dLZx9xU2BaiWdoQvjlAsamYUcux7ZwuUTg0iyiC/oxRf0IKsyhm5SyJTwBbzMji0QCPvZ+8Q2ohVhLp8YRPUpVDdV3OEIXDiYzOW/Rdz/BEvFF4n5H8VxTHLaaQLqVrLaO3jlZoKeCIadYqn0MooUX3aBW9u+mNPPIQoeSsYg1cFfJFN6C0WqoGQMEvRsw+HBCLwoosSmWBXd0UqKpsFIbpET8+N8+coJfr5tJzuStdRUR4iEfasEfjLZIuMTizTU3duDeCfodgrLLuKg4zgWsDHi3f0iFvCxv6eNoq4ztZhlcjHD5vpKZrM5WiriPLKpDVEQuFpIMV+aojfzLrPlcUzb7TOOqAlgvdWzw1jfJJsOtFPbWoVWdLsBsot5ZkbmGTgzQjgZYt9TOxBFt6Z54u2rTIy6pDp/wEMw5mfzploMw0JVZQzDWpm8GpNRjm5u4d9//zXaquPEAn4WsgWG5hb51MGtxAN+LNte0cwwLAvbttENyyVzLksvb6mpYmwxTTzgpyrko2wOrChBFo0+4r7H35frAG6ZQJQtomrA5Qj5KwgqPqoqw/h96qqJO5MtMTuXpbYmds8dBbNzmTX8lkjETzjmIxEK0hxMMFFY4nxmjPlyFmFZdGjv+6Qz8H4glytx+tzomg6JzvaqFVXClD5LZ2gnk6UhHMemI7T9gUij3w5D+VmKps4/6n4Gv+TBcmxenDnPG/N9fKrx4D1tUxAEdm1v4qFDHfz0+Qsrv7lY1PnGd06yZVPthszYaqoi/MYvHeHUuVHGJhaRJJEdWxrYvb0J7336ZayHDW9R3HDNzGEm91UWi88BYDn5Va5kDibT2b9gIf9tABQpTkP0n6PKVRj2IgX9EnWRLyIIEhPp/4hhLaDKLuvedoqkS68iCh7SpVcIeffjke+utXEjEEWR1p4G9j+93W2H0Q1OPH+eZE2M9m2NVDYkmBqaQ1Rc+1YHB0kR8QQ8mBjIPpFSvoxlWmze147ikRkZHCM9n8NyLO6WjCSJQcrGMAgioqAiS5Vo5iSyGGFVoOU45PRzBNWtJPxP32IydZb/7OV/2ZSMQfxqF6adoWQMo0oPxrFwUSsykFkgqvrojFawOVZF0TSQlo8rkQjSUBdfFQxomsn5ixMc2Nt6V2SbjcBy8jiOTkDtJF1+h8rAs4jCWjni9wKaYXJxYobFfAndNHlmR7frj1HSSAT9XJmZx7RsQqEYcbWStLFAQHavb9pYQBJkAusEAw6uUVGiJoYgCpx5uZedj2xhfmKRWGWYwfNjtG5vXOH1yLLI9t3NbN/lBoqiIDAyusDrb/RjWtZyy6PIY4+6YmGyJPLx/T1sbqji3MgU2aJGV22STx/eRkd1ElEUONk3wXdeuwBAtlBmJpXlj77yvLv68nv41OM76J2axQHm8wUqgq5hVlBdrpfrve+5O92NMByLop4nb5a5mp+hwZekO1xPRTJEPB5cFQyUywb9V2fZub2ReyEROo7DwODcmrRufV0MzWNxfGF0Rbr72dodVPsiKKJExihhlN8fe+33Go7jcOHSJIND86teV1WZ3Tubr/NL5AiD+QuYjoGAyNXcebZF31ujokUtT4U3jGGbZJYzMfX+BK/PXcZZ5mjdCzwemY99cCdnzo0ycwMB8crADD/+2QU++/MH7titJAgC9bUx6mqiq9pbrw7PIUniAzd0ew8MswVivseJ+o4BUDbHmM7+xQ3vSsT9TxP27HP/LajIYmS5nnsZw5qjbA4Dbi9yQe9FkaoAsOwSmfKb6OYkqlRNXeT/tZxqfLDw+j3seWIr0vLFevTTBzF1E49PRVZlJEmkqilJ/+Jlanc24/gMpkqjdO7cwun8m8SeEagJxKiOV1DVmKRMkRPzb5EP59mz/yBVifWlV28FRYxSNseRxTB3GpC8cgNgo1kzeG/wiL8mtOM4OoIQxHEsbIyVMoPj6ChikrI5BKwvA303yBsa/+H8a5QtA82yeLZxE081dBFQrtfLfF6VbT31a1YMp8+OspQubLhdbqOQBD+qVEHZGEOVkpSNCRwncucvPgBYtoOuGdi2jSiIqLLLAlnMlxhZWKKg6aiyzOPxdjpCLmvfdAyW9DlGi/2U7AL+dVJzAiCrMhffvEIg7CebyiOrMpsPdLAwtciux3rQirq7X0nE7/dQVx9HkkQunBnD41Xo3lxLU3NyJa4UBFCW3c9KuoFhWfQ0VLGlvhJj2ZsAIF0oE/CqREM+dnXWEfB68KoysiyuEK9UxW0hLRoG9jK50LQFQuoOstpxZDFG2HsA4b0Yim6B8cI8HWoFH6rbi+nY/GjyJFmjSCTso6Upycjo9VZEx4Ez50b5yLM71pXSvRNKJYMLvROr7m9BgC2baqkNR7CLDqooEZA9DBfmeXXuMnsTrXSHaylbD1aG+f9byOXK/PAn59Z0VDTWx9myqW5l0VLtbaYjtJ2SVcAvhcgYqfcs83sNPlnl1OIQfZnrpGPDsZYtje99MeJaNlfy9BNb+erX3l7JnFmWzY+fO8++PS1s6rq9AuGN27r2Mdu2ee6VSzzz+Nb/EYIB8CothLx7AZD00E0PuoBPaV95/xocxy0RiIKXbPldAETRT7b85kpgoUhxGqO/j27NMLb0b9DMMWT1wcuYCqKA54YHP3gTYxTcgEE0HBRVYrw0TtZeQpdKIEA0HkH1SyvcANVR6EpuomDmqQvVb+gGcBwHw7IxLRNZrHTTr1YMw3TIGGco6ANEvBMIgkq6/BpFYwS/0o1PacMjdbNUPEVVsAbbcbMXBX2MgvE2upkn7t8NzgzjS3+L46hUho6R1V7AcQbxKQ8mNTlZzCILIv/b3qcYzS3xjaFzPFrXjke6fi8IAuze2cy3v396laHM6PgCx08N8/QTWx9oqcAlqopYjrvysx3tjkY5DwqJkJ9jB7vIlsqMpdKMp9IkQwE6qhMMzS0S8/vwqQoBj8yCPs1YsZ+J4iCz5TG2RPbTFdpBIb/euRBo3drI9OVJUlNLdOxuRVIk5idSzIzM4/G5nufXBrZCQeNq/wylok4mXUTXTeoa4sQT69cgTw5OMDqf5jNHdjC1lOOnZ67wuYd3IwjwpZdP8pG9m0lni5zsm0AUBXyqTMjvJR72k4wGqIqFCKgK+5rqiQfc5yjgkSgYb+M4Jj6ldTmAff+Q8IQYLcxTMDUMx8RybPyyB0WU2L61gdfe7F8lFX5lYIahkQU2d29s8L4Gx3EYHVtYozkRDHrZsbWBRb1IRi+R9AZdh9VShgPJDnozEzQGkjdXV/+HhGla/OyFi5w+N7bqdUl0iXaJxPWOosH8BTaF99CfO8um8B6u5s+zNXJvqfqNojVYzacaD64x2rqmC3M/kCSBp57o4e3jg/T1X+/OmJvP8Y3vnOR3/9EHCNzDhH6jlorjOJjWBKIYRhLdhY1l5yhpb2DZaXzqfhS5ZUP37fsXjt8Bpr1EXjtHXfR3lnkCkC69xnT2zzCsa8prAoIgEvTsJOTZw0zuK7TE/whJWNui9l7CcWwMx0S3Ncp2iZQ2B8C8NkvJKmHaBmFlx8rnr3sorGWf3nIfwMtnr5Iplmit6SKVqydfMuisS3JxNI8sJTEbHLobjhLy7GY+XWRoHjrrH+PtS1OU9EYObtK4NDZHyOfh+JVpntz9EANjGYZnRnmoZz+9o8MEPGHUtig18V/EdspI4oMhpuiW6aY79TK245DVNaYKGXyyQlT14ZUVN3purqBncx1vvnP1+nd1i+//6By7tjdRVRl+YAGBaecwrEVqQz8PiMwVfohhLd3xew8KoigQDfiI+K8TnSRRxHJshufd44gn87y2+HfU+9vZEt4HOOyIPkRADlNg/dbCfLqAJEtMXp2hVNBo6KhmfmKRaGWYofNjtG1vWiEQer0KuWyJ3gvjHHt0M1cuT932mEu6Qa5UxgHKusHw3CK24yAhsFQoolsWOzrr/h/u/jvMrus874Z/u5/ez/SOwcyg9w4QrGKXWFSoYlnuLXac2Gl+7dixHSt24pI3RS6xI8uyJKtSEiVREjsJEARA9DqY3vvpdbfvjz04g8HMAAORVL6893VRwpyzyzprr73Ws55y33Q0VVEo6aRyRUank5zrHeelU9dwqwq/9KGDvD02Rme1Uz5YF3ShqWkUKU66eAJRUHDJrbdsx7uJmBakNRwlUc7SrMXR57lBBEFgy8YGohHvotBVMlXgBy9eYG17Faqy+inTMCxefPUKydTicrqO9mpaW+KMGikCiouA4kKZrwV/a6aHpJ7nO6Nn2Btcmbb7/waYpsUbb17ji189viRM0toS597D6xaV7pXtEr3Z84wXBlEEjVR5lveaIzpRzvLWzDUsbIefQ8/TnRnjYHwdP7Pmvnd0d0EQiMcDPPn4dv78f/xwEaHaseO9HHmrh/vvWb9i+WLf4AzHTvYusglt22ZwZGEesCkym/5T/O7H8Lrvx7YNUtm/I1d8EUmMky18h6rQH6GsIpz+YzcGbEymsl8iXTwKOImAcd+H0c0ZbAy86qbKbs2rrsfGJq9fQhZDlWsIKMR9z9A3+xskC68SWTE+/t6gbOlczZxHRMQtedgY3I5fCTBRGGWtbx1uyUPGSOORfJV2uSVvRR55tciXyoR9HpJZi1xBIOgJEPT40eQwBze08ur5PjobGlAlNy4lR+9YHz1jKXTDZC5TRFNGSWYLrN/STv9EkMZYEx41T1kfpLO+lpPdEzTFQ/hcKpLoRuLdC7m4JIXBbIJPn34R07JJlgv86bnXUESRT3XuYkvUyZB3uxUeun8jp88OLXIjdvdM8MWvvMXP/9ThH8l6Xg6y6EMS3Yxn/gkQkEQfsvTjCRPciBvHqm6aDM+lqA74WF9fTb3PxSHpcYbzPZxNvcFcaZKxwgCNnpUXhlJRZ2JgisbOOtZua0HWFLbctY50Iovb6yIxmcI2LZBE3B6V+x/ahG2D16exZXszrpvc39Y86cx1OmbLdj4zbUcpxLIsEISK61uWJAJeiWJZ57kjF8kWStTHg/zMY3tYUx9DVEQ8MwoBt/McXYoLr7oZ0y4gCDKm9e7L5d4KI/kZrKQz1oZy0zR64hWmu/q6MNu3NvP8DxfT8b78+lX27V7Dnl0rS87eCNu2OXdhmJdevbwoRKAqEvcdXofPq7HGjiEgIM+XjdV7di2a+PV3gf3w/wRs23bIrV69zGf/4Q3mErlF33vcKh96aic11cFFfbnGu4GUPkenfxuCINDu37yihPG7hVZvFT/f/gAz5TRvzVyjPzvFR5sPsie29l0xQ0RBYP/edl470r1ow1Mo6nz12ZNsWt9ATfXyGx5VlZbwGAA8eM8GYpHrpb95THMKWZovwTeGyZdeJxb8XTSli+nUf6BQOvbuGgPHXr3K3MxSRqya+hBbd7c59LCCQrX/J3ApC1a+IlVTHfgFxgsSupUlZ78fjFlkyYNP0RAECUn0AjYu7VPMlFRqJRtREFCkGPXBX0aRqihbQcrihxjNQ5W7jEdpoyH0r+ZjStcZwkTivg85nAPYjGVTFE0dQRDwyCoxzYs6X+6ULheZKmQrQkiiYBL0fBSP2sl4Po0oCFS5nMW8aOjMlvLUuP2YtsVUoUCnfwuqKGNhM55PY1saHf4NK/ZfRL1zUhXDshicSrCro5FssYTPraLIEpZlUyjp83K4zrEel8pUMovHpWJaFh6XQsjrJpMvVWK1NterP5zukiXRMQTeAaHKSmgLRPnPex+7YXKzMSwLWRQXiUsJgsD2bc3s2dXGy69dqXxuWTbP//ACLpfCRz+0h2DA/Y4NPsvWUaVqwu67ACefxbZ/PDwDK7bJsnEpCplSmfFkhpZYmPWB3XQFdpDWE4zke+jOnGG2PE6NvX3Za0iSSOvGRvSSQe+5Qaqb4wiiwNx4ksFLI2y7dyPC/DN29AgWJlivz0W+UObo0WvYtk1XVx2Xr4yxcUMDdbUhxHlyoalUlkyhRM/ELJ/++ssgCFwbn1mUYGXbDgf/9cXPtp3f51cV9rY2EvV6kESRgl5AtxK45RYK+jWwLbzq+veuk29CSs9RpzhJYyVLoN4TqezOFEXiofs3cux436IdfTpd4G8++xrBoIeujppbjkXbtuntm+JvPvvakoVwXVcde3evQRCERQytgiAsYgkFMPi/K4HQtm103aRvYIZvfuc0r75+dUmegCyJPPLgJu460LGETjypz1LraiakxrBskyuZU1jvcR+k9QIvTJyjJzNBV7COp5r2ElI8FZr6dwM+r8bTH9jBxStjJG8gXerpneK558/yqY8fQFGW3i/gc7Ghs46mG2iMTdNicjpd4Uu4vvYJgopt2xRKb6BIjWjqBgQ0VLkFw5xccu3lsGpjwDBMdN0glchx8cwQe+/qRJREzBtqcgVBJuxZXCKkSGHc2vv4N0efJW+U8SsaulWFKkn84roDbI/Wz1NgmvxD3wA96ef5i31PEHN5EQSZoOtuTs2O8rdX3iStg82rdIWq+I1NdxNyH1p0L0EQCc1P9Fm9xO+eep6cXsarqBQNnY2RWn553QFCmpu+zCxf7T/H2dlRfIrG5kgtn1y7D1ny8xenv8dsMcef7HmciOahJz3DX195k9/f8TCJcoE/OPUD/sOOB2nwhnh7ZoS/u/oW/2LjYYKqa8VJ4k7CA4bhaGI3RIJsb6tnfC6NR1EYGJ9DEUSw4e3uYTa3OuVgOiZYNk3xENUhP4lsAY9LZW19DEGA0dk0uWKZuXQeTZWpiwYQBYGI38PgVIKQz43f/e4moxRMnZPTw9xV24YoiDw/fIUjEwNsi9XzRMtio8njVnnm6d1090wyOrbgti+VDb72zbcZHJrl6Q/sYF1X3bIiH7btuPjy+fIttQ0su0TRGCXk2gWIJPQ3MKz3gs9g9ciXdfwuDZ+mMpfLM1ecZsroqQi0CAhUuxrwyP4Vx5Av5CUzlmDg0ghbDq9DlETGeieZGJjCNExideEVXZEAg4MzGKZFwO/i2W++zaGDncTn2c02NdXwqXt2LompAty7cQ11ET+maVEo6di2zeMHNtA/PseFvnH+5vSbeFwq/+wjh5grFRhOpKjyexlOzLKxfpayOYVf20lev4b9Y1z4ql0hvLKCgGMUJcs5TNtCwXlP13fVce/hLp597vSi+Gxv/zT/6c++y098dB97drbh8y4WhbJtm1y+xMlTg3z+S2/S0ze16L4Bv4sPP7mTcGjpbu9OoOsmxdKPnlwo4Bg9dyrEdf09s+2Ff5umRbGoM5vI0ds3xVsn+jh9boi5RG5JGaEkidxzuIuPf2Tvovr/68gaSQy71rk2NrOlCVo965Zti2k53od3okUi4JQWvjJ5kajm52p6jKtpJ2y2LtDAo/U73hXvgCAIbFxfz713dfGNb5+uvEvOhuc8e3a2sWlD/ZL3++LVcfoHZ2hqWKgiMgyTZ797hqce205NVQBR8CJJYXLFF9CUcTKFbxPy/QwC2vw98oirDP2u2hg4cK/zUMaG5yjkyzz+4d1Iy2hTLwfbhqKp89Odu9lX1ULB1PnMpSN8ue80myO1KILEVCHD5eQUeaPM5eQkh2qcRLbxfJo/O/8K+6tbeKplM7Ztk9FLixLRlr+nTcFw7rm3qpmBTILfPfU8m8K1PN68gS2ROrpCVfzWie/SFaripzv2IAkCumVSNHX6M3Mcnezn0cb1GLZFRi9hY2PaFim9iGnbDGQT/PXlN3myZRNrg6snXroVLMviy984wYuvXF4i32zbcELorrxkR4QriwZrxcshCnzsw3vxuzW2ranHBjY211S8CNvWOCI0D+3srNDHlko6pmmh6yalsklZNyiVDEbH5iiXF0/UZd3gWu8UhYKOqsloqoyqSCiKhDRPXDOeS/PaeD931a5hMDPHy6M9fHDNZr43dIX14Wo2RhZEmgRBYG17FZ/6+AH+21+9SPqGZELDsDh2oo/zl0Zpb6tifVctTQ1RfD5nIi4WdWZmswyPzjE4NEvfwOLypRshiwEk0c1Y5os4/BYKqnR75cj3EulCiSq/l6qgjzODY5RNEwQBwRYwbJ2J4iBDuW42hfbjYfm4+sTANOmxOQzdIFoXQZQEuna3s37fWiYGphm8PEK0PoKiytiWjW44HABzM1kUVaJU1BkfTzI3J2OaFuPjSRobIkSjPqpDfu4P+kjli4zOpR0qZY+L+kgQt+pQKJ+8MsxXXz6LjY2myIR8bmpjAbaurac26icW8PLWxRGy5TJeVaE+FCTo2odpZXApzUii78daTZDW86xzt7HW77hWBUFYJIijKBIfemoX13omOX8TtfXg0Cz/5b9+n861NWzd1EhTYwRNUygWdYZH5jh7YZir1yYoFBYv1ooi8cRj29i1Y3XJXCuhXDb4279/vVKb/6NA02R+6icO0t52ZyXEb58Z5E/+4nnAWch03SSTdSiG5+ayZDLFZdUZATRV5n33b+CnPnGQUNCzbB/Uupo5k3yDuFZH1kihihqqtLyxfvnKOL/7H795SyP3dpBlkWc+sps/2voxwJk/s3qR/twUhmW9q9kKiiLx/ke3cuLUAMMjC+qjs3M5vvz1E7S1xPDd9EzzhTIez+IQniSJ83OzM74EwUXQ+0nmMv+VbOF7eF334dEOIQgCll3EtKbR1C2rauOq38C5mSzlks70RIpctsTEWAJJEnG5VULLcMzfDAHwyCp+RcMtK0RdXiYLGQTm42uzY8RcXpp9DRyd7Gd/VQuiIPDW9BAC8NE124lod2ZRX79nUHWzIazS4gsznndqPh23nIgkCEiCuEjzWRJEDtW28YOR7opRcjMSpTxf6D3FnqpmHqjvvON8gJVg29A/MEP/TUprdwJRFBZl4guV/1kMAcjmy3zuC0foH5ghX3B21qWSQalsUC4blHWTYnGxq28ukePTf/pdVEVCVWW0eYPA5VLwuFXWtFWx65E1uCTZcTNPDrCrqom9Vc30pGaZyGcWGQNOm0XuPtRJLl/i7/7hjUUGAThZ8GfPD3P2/DDX5X+Zpxxd7e5AQMKrdJKjG6/SgVtpRBSurbZb3xO0xMO80T3A5fEp1lRFqfPVUi9WMVrooztzBq8U5ImGn6daa2J0NLXMFQTW711LKOBmvH+KufEE8foIZ165yO6Ht9K2qYmJ/ikswwRVJpMpcOn8CJGojwtnhzFNi72HOrjrUOcNV6QiwGLZNid6hvncq6co6QaqLFEsG1SH/PzC+/bQHAuxtiHGrzx9EL9Hw60q85Sw89cSBEzL4mB7M2XDxKepmLaNJkcBR0fjxhLYHwcyRpHvjZ/iVKIXAJ/s5v6aLXivy40LAjVVAX755+/hv/zX79Pbv9jALBb1yli8rp55q3EoyxIPP7CRDz65c1l38J3AsmyuXntnugFut8IHn9x5x+cNDs0yOLRcEuvKEICamiAfemInDz6wEY97ZYG5OncbHtnPXHmKqFpLlasBcYXSwmQqz6kzg8t+t1ooisRjD29BAPpz05xJ9HM+OUi9O8pdVe9u2EoQBJoaIjz+8Bb+5n+/hn6DLs2JU/28dvQaD92/cVHopL4myNe/08f+XWuIRX3Ylk3vwDSpdKGioyEIAi51FzWRz2DbZSQxBPMU/AIKYf+vIIqrq7hbtTHw/W+eYmRgBsOwKOTL/ONfv4ogQMeGet7/4d0ItyGI0S2Tz107yQ9Hu8mUi5Qtk19ZfxBJEDFsiyOTA2yPNbAhXM3/vHSURDlPVPPSl5ml0RcmoLhIl4tMFDKIgkCDN4hLujWtrw0UDJ1UuUBvepbhXIoPNN9a+AIc42RTuIajkwMcmxqkyrW43v36b0nrRT7UtqWSCfx/I8plg7fPDNF7k0vzVrBtKBTKFFYIt6fSBR76wCbmSnk+c+kofelZfmPzYYcgRy9V8jZuhqJIPPrgZvw+F3//j0cYHp1bVtPdKadZnQHgTNbO8zGsDInC6yiSQ7/sVdt5r7OVb4epVJaZTA6XIpPIFZgqjPNW6tsYlk67fzNVWj0gkDbmYBmdDRub0y9fYPOuNYiSyMYDnWA7C9C5Vy+huTVH6nR+ERIEganJFPGqAFt3tnDh7DDjE0kiER+iKCBJIoVCmcnJFG1tVUynsvzja2f4wK717FrTiCpLZItlvn3yEp99+ST/9sl7CPrcBH0rh1typTJnRsYBKJQN7u748VUOLAdNlNkTX0dXwDFCRATc0uIdmCAIdHXU8q//xcP81d+9ytnzw4vKDa/jdsaoz6vx/ke38swHd+P3rRxG/P8aBEEgHvOxf287jz+0hZbm2G1zk0RBJKJWE1Grf0ythKvpMb514U3iWpDNYUf59Sfb7iaoLO+9eCcQRZH7717PkWPXOHt+pPJ5qWTwtWdPsmWjk6dz/b5rWuKsaYnz53/5Q+IxJxw3M5vlwXs2EAosbIwFQUASFhgNbdvCtJKU9Cvki6+iKV34PU/ctn2rNgae+vi+RYO+VHQS89wetVK2dCuIgkhHME5nsIqMXuTNqUFOzgzTEYwzWchwKTnJjlgDtg1pvcjl5BQHqlsxLAtVdAhaLiTG+cvLR5kt5vnTve+nK3TrQaNbJn95+Shf6juNYZk82NDJ3qqWVf1et6zycOM6vjN0iadaFyvbZcpFDNsiVS7Sk5phR+zHu7P5vwFRl5efXbeHC3MTvK+hg3pvEMu26QpV0RVa2T2pKBL33NVFW0uMbzx3miNv9jCXyC5rFKwEWRYJBT20NsfYvbONzfMKfDZlLHRAIFV8GwER0/4/W10b9XuoCviYTGfJlsqUrCKa6MYrB5kpjTNTcmKYNa4mgixVagRITKY58+plLNOikCmybk872+/fRN+5QQzdZO+j2ysEWj6/i01bm7lycRTTtGhsimJgV9QiZVlE100C80JavZNz1EUC3LNxTUUT3etS+eC+Tfzh115iKpWlKRa65W/ULYtcSce0LSd8p/+fJdOpcYVp9VYjzBsBaT2PaiuoN3n3BEGgo72a/+dfPcp3v3+e7794gfHxJOYqPFGaJrOus44PfmAHu3a2oirS/6cNAUFwGAVDQQ/NTVF2bmth145WGurDSJLITCHHSC6FbpnEXF4afEFnXv8/3Cch1UtXoIHpYopr6XFSep60XsCvuJcVh3unCIc9PP2BHfT0TpHLL3hc+wdm+NZ3z/CzP3lXxXskyxJPPbadXdtaGJtIIUsijfURaqoDS5IvbdvCstOU5w2AfOlNwERTNqHIa1bVtlXPhMdfv0ZbZw31TRGunB/hua+cQFVlnvjYXprabs+zLwkCe6uaOVTThm3b1HoC/M9LR3i4sYvzc+PMFLN8Y+A8oiCQKZc4Mh8qqHL7ODE9hG6Z7Io3EXP5+K0T31mVDr0sSjzRvJGd8UaCiouI5ll1jEkAdseb+PbQRU7PjC4atCHNza9uOMiRyQH+rvst2gJRgoqLMzNj5E2dem8Av6IhIBBze7Ftm5FcCgGBem+AyUKW3tQsMc2Lt9HDvkPtTOQztPrDFQnhvFHmYmISURBZE4iQLpfwKiqJUh5VlKnx+BnJpZAFkYjLg09WmSnmsIEqj4+a6tWVzGmqzL5dbbQ1v3sSsjU1QRRZotMbpzPojA0nLgt3191+YIqiQEtzjF/9hft4/yNbOXmqn7PnRxgbT5LJFinrBrbtEJcoioRLU/D5XVTF/DQ3RmlfU01rc4yqqgAuTa48O1kMEtC2ky/3oEoOw1hdTYT771mPdcOub8P6pck8q8X1WnX1BnewKApUVy3PRW5aFjG/l5ZYCI+m0uCN0xZYvo9mzRx3HehcxHMfifi4++4upPn3QXWpDvmPz8WG/UslcG0bgiEPmu03cgABAABJREFUdQ0Rrl0ZY3YmQ1V9iOMn+hfoiCWR++5x3KS5YhlZEplIZBb1iWFaiIJAfhWJbCG3iye2rKssoh5VAWxs28S2i4CIILior/Nx391tYDvJTzZl1nVGKxULtm3MM2g6lSVOIlYZ216glBYEDVCx7QKCILJ1cxM+r4ZlFxy2U1nB8OpMFBNMF9NsCjVzJtHPlnAzMVVDEFwIgnjDvVyEQxIf/dB67jlcz+kzQ5w6O8XQSIJkctbJtbEciWO3SyMWjdPRXsueXW1sXF//jrwBkiSyc3tLRar23YKqykRCtw7tNjdGeeCeDcsmjgIgOBwZLrdCKOAhHvNTUx2kpiZINOxFm+fON22b5wYu8eXecwgCyIJIwdDpDFfxyxv2UeX23bZ/YjE/9929bpGA1LsBWRbZ1NBAe1s1Gb1AT3YCdVbmc/2vsC3cyiN12xEEAZ/Pxd2HuijcUBlRXRVAUe885CMIAru2t/LMB3czNDy36DvLsklnChURIkEQUGSJtuY4bSto2di2QbF8lnzxJYrlU9iUkaU6bDtPVfhP0ZR1LOdRXLY/Vvsjzpzoo7WjmlJR56XvnuPuBzdRKukcfeUKja13ljxnYZMsFSqc3G9M9PN0y2Z+qnMPAnBsapC/v3aCRLnA9mgD3xy4wJm5UXbFm/DKK2tM3wwRqPcGaQ/8aAudX9F4sKGLv7p8FL+ykNwhCiKqKPNk8yZOTA/x9f5zfGzNdo5PDbOrqpEfDHfTFarCLSvE3F4sbF4YuYYsiDzesp7nBi+zI1aPKkvEdoTo2F9HxOVhb3VT5bcdnxpmWzbJxkgNqijxxng/blmlwRdkNJfi3vp2nhu8jFdW2RZz1ADfmhzCsm321SwWKHKyc8tY9lIefs0Nn/qJ7Yii+0ek/rQxrcKibHAnR6GAaTs8Etcpo281Riz7evsWJh9BgpYWFy3N63j/Yx1kc0Wy2RLlsmMMiKKAqkq4XCpul4LLpSBL4g2ef6cN1y9p2SVy5asoUggQyek9bFi3ns0bWud/iY1l5QELW8jyI809Arz/sbU8/tjamz/GsNJLDm+Nq7TGqxCQEAU3wi1yT6IRL7/2S/ctf1vh+oLpPGvDuvlZC4iCRj5n8a2vnkDTFAzT5NEndqCoEl6fy/EUNESQZRFp3gvg0RTODIzRPbY4bm4DhmmiyCK2bWLaBbhJX0BERRA0JFGssA9eb2NZ7yab+wKG6cS/Pa77WNcZZk3bGAHfLyEIErn8t7CsCwjCDgAKxRfJ5r9ONPSHSJIzORZLb5ErfBPDGESWW/G6P4BL20Ui/WlkqZYPP/Xz2LZBMv0XeD1PoiodnE32czk1wmw5g24bjOXn2BjwkUh/lqD/nyGJMbL5r2JbWXy+T5AvPEeh9BqyMsn+fZ3cf8/HyRdERsY+Ta4wg6FPo6hxfN5qGuueIuBvmaeQXWUFkW1jo2NYKXRzFt2cw7TTWHaZBx+zKmNDEn3IYghZDCKLAUTRtap3tr97gmuXFsilBEHg8tsDGPkyrZ3RJe8dwI7tMbZvP8TtICz5B1x/7wQkriTTfHPgEv9s437WR6qRBJG5Up7PXjnJF66d4Vc3HUC+TT+taY3zr//Fw0s+t+wSujmHbs2gm7OYVg4bo9JfihRGEaPIUgRJ9C7bV3PlLNOlFNWuENvDrWwLt5LW8+TNEjYGplUkGoNf/eW9i361JLj5UZU2XS6FTzyzD8suYtmLjWlRkLFte9Vjx7SSzKR+F9NKE/R+HK/7QQREphL/FkkM3xHD6qqPFAQBbJveqxMIosDmnS3MTKW5fH4E24LbjUndsvhS72len+gjq5e4nJzig62bKZsmPekZnmrdTFB1Ftyt0Xo+232cK8lJdsebeKixiz85+zJrAlHKlkne0JHfYcLeYDbB0cl+etIzZPQSUc3DXbVr8MkLsUNBENhf1cKXek+R0ctLrhFUXfxMxx7+09kX2RSpJV0ucnZ2DI+sOvrT8y9YslQkUy4hCgJ96TlCqoutsTpM22a2mGckl+JXNx1AuiH3oMkX4mpympFcirZAhLOz4+ypbqoYA5XkQIHKxOMwHS6/6E5nn2Ui+/ll+0IRI7RFfh+XslTl8HbQzTl6536bkjGy7Pd+bTst4d+qlLqshET+RUbTf3l7wRp1/r95FIG0CeTm/7sFBMGFX9tLzPMAgiAwk38R084jC87OyzCT9M397rw2xo8XbrmV1sh/uKV89OomCJOR1GdIFF68+Wxi3vdT6/spnvjQboaHZum+MsYb88b88ZN9qJpMqaizadMCPfDONQ38+aceZzluXAGBkNdFyRyjd/a3MazFO52Y5zHqAj+/tIXmGInUH+LS9uP3fhKbMiBTLp/FNMcqY9qyZzEtp0batg0KxVcwjEFK+gXc4t0AuLR9SFI1c8nfIeD7ORS5FRsT0xijXD6Lx/UQklSLaQ0DBQRBoMVbjW6ZNNtVTomt6scny+QLA9h2iWLpDYrF1wkH/y0CGl7P+5GkOOns/yYU+DVEMYLLZREM/hGGMUoy/WnCgf8HSa5FEmO3NOhuhGXrFPUBUsWjpIrHKBi96OYsll3AtvUb3gXBUWgVZETBhSwGUKUq3Eo7Pm0LPnUjmtyEJHiXHSOyIlWIpfK5EpfPDTHUN0Xwp+8i0HCMscxnudmQezegSQ28PfcUe6ob2VPdVGmbR1b4RMd2/vzc62T0IuHbJIYvNnR1CnovycIbpEpvUtT70a0EllXExqBSd4+EKKhIoh9NqsWrbiDoPoBP3YIqVVWe0eXUCBmjyMN12yrzZ0j1EsJLuniSgcSn58fnDe1Boi7ws0Q9j/5I/eJ4tQxG03+15D2NeB6iIfBLrDaXSRKDRAK/Sa7wQ3LFH5AvvoYit2BaSSw7h21bqx6PqzYGujY18IW/eQ3TtHjkgztRNZlMuoDbrXC7OcolKfziun3MlRzCBUWUeGbNNrqC1WT0Ir+wbh/rbogjR10efnXDIeIuH4oo8VMdu9lT1cxgZg5FlGjuDNPqX07O9YZ7ygo/v24fawMruVdsFFHiY2u2c50m2LZtJFHkmTXbqPc4bvag6uJfbb6XqULGWeQFkV9Zf4Coy3nxtkTr+fWNh1FFmbDLwz317Xxv8Ap5vYxLlinMy/cGNRe2DTPFHMlSgblSAVWUiLg8hDQXZ2fHOVjTUhn4Ic3Nw01dfG/oCpoosylag2FZTBdy5IwyM4UckiBUkiSLhoGNTdE0KBg62nwm/3Xo1jS58sVl+0IU3BSM/h/JGCgZ46SLxzGs5Wl9FTHqiCQJC/2ezZZIpQvE436KxTK5XBnRN0e2fJH3YlK6Dk1qwO1rYTL3LCIqXrVzPlww3zYMCnoPef3KLa7y3sC2rfnJ7J1BN2eZyz9PXu9e8p0oqES0J7hyaY5y2cDtVimXDZLpPM3NMUIhD33909TUhAgG3U6liCITvw0Fb1kvkdevoJuLvQd+bceSYx1ilNcQxSB+708iigsLQbl8bsV7mOYEpjWD1/MUxdIR3Npd8zszBVHwznugvAiCgm2bCKIXVYqRL34fv/eTS67Xl53AJanUu6MM5adZ660GbHT9Grn8Vwn4fwFJuq4joiEIHgRBQRC88/eVkKVasE0ENCSp2vl7FbBti7zezWTmC8wVXqRsTnLrcW9jY2HbOpZdwLASFI1B0qUTTGb/CVkM4VE6CLsPE/E8iEtuXmQUNLbGicT9nD85QPelUdrX1fGxnztMVV2IiewRcuULvBdCCJZcIFPO4ZIDDGWTi77L6mVMy6Jorm7M27ZBtnyRycw/kii+im7O3KLNTn+Zto5p5iibE2TKp5nMfhm30kLE8z5i3g/gllsxbYtXJi8wlFs8dtv9tWwLZMjplxaFoa5jIvMFgq6D817GHw0lY3TJnOxTN93RNQRBwaMdxqMdwrRmKJbPkS++BOhMJf4tHm0ffs9TqMrtqa1XbQwcfnAja9fVoblkquczHqtrQ9z/2NbbJhCqksR99R3LfheVvNxbt9ilKgki+6pbKn9rksy2aD3boquvCVdEibtrV+6AFn+ElhUMij1VC4uiIAhsitRyvQxKk+RF7ZVFkQM1reiWSW9qlrcmB1kfqaLa7efY5CA5XSc8v7BbtsNWGNLc86GEOB2hGB2hOJfmJilZJq55/oSJfIYTU8PE3V7aghFcsky1289kIUOjL8TJ6WH2VDdVjpsp5qhy+7g0N0BGL1Lv92LhcCZsC996kbfsIvlyNyHX4TuObxaMPkwrc/sD51EqGTz3/bOAI6BkWTa7trcQenckEW4JG4OiPowoeoi4D+FWVkct+/8PuB67vR3zXbZ8kaIxtOz3eb2HydmzJOYieH0a0ZifdCqPLIr0jSUYHU2g6wavvX6Fgwc6qF5l3skd/hIMox9F7kBYRnG0WD7BXPK3AYGyfhnXvLppqXwaWarD47qPRPqPsKy5Sqhgpfu4XIfJF76LYS7mChjJz1DjClO0dK6kR3igditeOUfBypHK/Hc0dTuq8u6KZF2HZRWZzn2T0fRnKBrDvPNF2MKw5kiXjpEpnQBE6gI/u+iIS2eH+frnjhCKeNm+r51YdYB0qoCqKdzGYfeO4VM0nhu6yqtjfTe12sYtKavy8Bpmions55nI/ANlc/VVTzfDpkxe7yafukaufIm1sT9HEASavXF2RBbn6UQ0Hwgrl3dny2dJFY8Q9Tzyf3wOce4vIUvVeF3343Xdi2lNzxsGL1Msn353jYFSQaepLb4oizEY9pDP3l4Pfjyb4djIMKbtJB0FNRdrI1Hq/YGKa7xsmrwxPMhcYTFPuYDA9to6WkNhxjJpjo0OO0IpgkjU46EzEiPu9d4x+YRl2/TMzfLKYD+DqSSSINIYDLK7roGN8SokUaR7dobzU5MVXWu/qrEmEqE5GFrES5AqFnl5sJ/zE9OO67TeS3M8zLqw4+04MTbKawMDi+6vINM7kyCoufDFNKpUP891L96RikjkdIPTxXEONDbTk5gjW9Y50NiCOk+XuSYQZXdVI28MDZETdD7VtQvbtrmQGuZKeoqI6q0kJa4Mm7x+ZT7edutyzUVn2Ta58uU72tHm8iUEQWDvrja+/b2zHD7QQV1tiB8HO71hpbExCbv2kSlfQpVrkLh1nP7HDdu2mClPkCrPUONuxiP5mSqNMFMaZ31g12301S2Sxdew7OKy35pWhmT5KIm5wyTmsvPeMNi2s5XtO1rJZAoMDs4wPDL3HgvmSbDCmFGkJjzuRwDRSRpxsi0oFF/FMAdIZT+DrndT1i/hEu+65UQsSzWoymYKxRcWfy5KXE4PY9gOsczR6SvcW1UNmHjcD1EsvYWuX0VR1r+rE71pFRnP/C2jqb/CtJdSu79TyGKYoGvvkjaXCmVq6sNoLoXeK+P0XnHKPLftaaO6K4JbaceyCvMxbCdWbtvGfB7Qajx1TgjD8c4oiIILUdBwKa080baFR1uWJs/aQMk0KqHh5WDbNmVzjMHEHzOb/z4271YVioBf24EkePFIKuuDjeyMLk3aTRQur3gFyy4wlf0qIfddlTDjuw3btsmXdFyqjCSK5Etl+ibnKlV9oijQHPejSgNYLF2HJTGG3/MUsrQ6cqlVGwPf+8bbPPiBbbhvEI3JpAq8/sJFHv/QbiR55ZfmyswMv/PKC7SEwrhkmXTJ4cv/xe27eLJrvfNDdZ3/fuIYo+k0Nf6FzpUEgYCm0RoKc2l6it955UVaQ2FUSSJZLOJRFH52204ebe+olD7dDrZtc3JslH//6ot4FZW2cJiSUeLM5DhjmTTrYnEk4NXBfv7i+Jt0RKJIokiq6PAj/OTmbXxi01ZUSSJVKvKHb7zCG0ODbKtxvAd/+MYrPNLeyb/cux9NkjkyMsQrg/1g24xnM+R0nbZQGFEUaQ2G2FlXz8XpKT5//iw2MJfPM5XP0RaKoMoSYZeLDVXVDKeT/PlbR/mL9z3C9pq6Smjj3OQk//7VF/nX+w+xvQZ02+JaZtzRaFfcmPbtX+iC7uzwRenW4ZcbYdkl8vrVVR8P4NIUNE3m+Nv9BAJurlybQBRFYiuo2Dpx0Hen/E8Sg1h2iWTxLUwrz3Tuu8S9DyJXanQFJNGPLK5+R2zZOpa91JQRBQ+isHrDShb9CIgkytO8PPk1PLKfK5m3CSgRJosjbA0dvI0hALo1S7p4/BZH2OA6wz0PfhJs5zdLkohuWXzlq8cxTYvpmQxPPrGD2AqSxu8cAorSQb7wHLadBhYvFJJUjUvbjyDI6EY3pjmJYU5gWpP4fT+NKISQpBoKpddxaYe4dWxVxON+H4nUp7FuSN5c66+jybPgVRAEAdmepigG8bgfRRTDpHP/m0jw9xCEd6cfbNtkJvfsLQwBAUnwocq1aFI1shhCFDTH4W0XMawkuukkyhlWatmF0a9tx73MDnBNVy3Na6oIRX2cfKOb6YkUoiQSrw0R8z5KyH3X/D2K80ZBHt3KAAVMK8NM7tukS28tuqYoeKj1fxK30oYk+pAEL5Lomx/3GqLgQhLdWLaH18cHODE1Qlc4zvsaOxAQeH28n1fHevkXm+8i5l76fl83BHrnfodk4TVWMkpEwYUq1eKSG5ClKCIyll2kbM5QMsfQzaklxrEmNxDxPIAgiKwPNlK2jAoF8kQxiWXb1LpvT9STKZ0kXXyLsPu+98Q7kCmU+LNvvc7HDm2loz7OwFSCf/u57+GfJ27KFEr80kMdbGz4QywrhSzVIIohBGGxgeX3PIYi3z4EvOpZ9uqFUXqvjqPcED8sFXW8Pm0Jbe5y8Coqv3fXvXTF4iSLBf7biWN85tRxdtc30BQMVY57f0cXv7ZnQcNagEXUw35V4/cO30tnNMZ0Lsfnz5/lT46+jk9Vua9ldW5f07b5+pWLxDwe/uyBh4l7vBWZXcuyF5EI1fsD/Pn7HiHu8ZIsFvnLU8f529Nvs7e+kXWxOC/19/HyQB+/dfAwj6916sC/1X2F//zm6xxsbOKuphZ+acdufnbbDmzb5s+OHeHs5ASfeeT9eFUVSRBwyQqPd3TxvjXOi/y1yxf5uzOn+PP3PUx9IICIgEuWCbtcfPPqFb5y6SIb49VoskzZNPmnS+dZG4lyd3PLQhKM4qXGFSJnlDCWMQZkMYxpZSq7+pI5QdmcRrkDY8CwEpT0G13SzmJqLpM1fx2SLLJzWwvV8QCpdAGfT2N2bvnMP0HQaAn/Nj5tdXSat4MoqGhy/U3ejxtoaMUQ7dE/XnFnvRxSxTcYSPwxLOLWF2kM/hoh910YlokoiMyVc5iW5cjVSvIS96iTGBZktnyRJm8HuyL38/z457Ftm4drP4FXWr408TocL80lisatWdnKVh/e6CQB18LkMD2dXrymvoduAUEQcGsHyReeJ5H6NG7XPdi2gSzXrdzm8hkkqRaP6wEEQUWSYiRS/xHLmgNBQjf6sOwsutGPIHoXTYay1IiqrCOTW0ielQQRj7zYP24Y1ztAxOt+jFLpOPnCd/B6PohpzWAYQ1hWGt3oQ5HbFuU63A4Ot0Ivo+m/WdYQ0ORG4p7HCXvuxSU3zdMzKyxkZVsVo1M3ZykYA2RLp0mXTlLQezCsFAIKUc9DiMLSnfaJN7pxuVV2H+rgrdeu0tpRw+RYkrPH+3jwyR2oktMX1xKzlEx/ZaO1o7oOSRQpGv3LGAMu4t4n8KjLh38r954a5rNXTrKvpplXRvsYyCSYzGeZLeb4SPtWgtryngHDSjKQ+OMVDQFJDBB230vc8zgedR2KGEIQVJyBbGHZJQwrSV6/RrLwKonCq/PhM4uI+15c84vjcH6WS6kRPtCwi4upYb429BaSIPC+2q103IZY17RzTGW/StC1D0m4PQvvnWImk2d4OknQ64TTLNumPhLgtz98H25V4UtvnKVvssjBrp+lWD6Nac0gICHLdahyJ6rSjizVIr3bDITxmgCHH9y0iCs5kyrw9ps9tzjrBgjgkmV8qopXUXhozVpe6u9jPJtZZAwokoRfXTmQJQjglmT8qoZf1fi13fvoTczx+fNn2VvfiE9VVzz3OizbJlkqUuXxEXa55xmcBMKupTFMURBwKwpeVcWrqjzZuZ7v9/YwmEqyNhLllcF+WkNh7mtZIGW5r7WNfzh/hhf7+zjU1IJLlnEhY9k2iiQhCiJeRV30O1VJqjDzuWQn+c+jKIuOCWouPr5xM58+8hoXp6fYVlPLuakJToyN8u8P3VM51sLCsE38SoCcUUK3lorAeNV1FPTe+eQlMKwURWMQr7q0Nn0llIwxyuZCXE0SfAS0HSQKL694Tjbr0Arv2dnGydMDbN/SzPmLI2zbu/RYARGX0ohHcdq0UFu+etyYibwSFr6TKpPEaq9b1PsREG5aPwU0uQ6EVo7OdrMz2sTXht7EJStEVJsGX4ADsc5lr2faJsP5a1i2xWx5ElGQOJc8SlSrocO3hZV3whbJwutYi1QYJVxy06LqCMNKkywexa/trIRHYjE/Tz+1i0y6wPDIHBcujqBpMtXVwUX99k52P5Zt0Z/rp9pVTUovI7t/FcU6yUT2u6T0Ei7X+xAEaFB3MpAfxLJBL6sM57KIwltEtU4CNoi2wWBRZyCn0a52U63aFEuvoSrrKJReQRAUNHU7krKDa7lpMtZx3KylWnuMgXySejGLT/YxnB/GLbkJKAF6s72kyiNEWUdU8NKfn2aotBEz8yLr4tsIcJlLiWeZKo6jZX+P9fF/Sb13H8OFYQayZ8nlVWLiFTaFogzkBpgrz+GSXLR6WwkpIcBiJv9tisbATb0iEHTtpTn07/Cq625RqiYhCRISLhQpgkddS8R9P6adpaD3kSy8RkHvIeDas+wzMnQT3CDJEo99eDf1zTFOvdnD7PTiXJ+8XubU5BjivDd2R/XKBtpqcTkxxf0Na/lk5w4uJ6b4t8e+y4fWbObR5nWEteWVSC1bZyLzOeby32epISDgVTfQGPx1Qu4DiMJya4WEJHiQRA+aXEfIdZDawE8xl/8+c/kXiXkfq2hhzJTSiAKYtsWR6as81bgHl6Tw+vRl2j23Dx+mSsfIlE4RdB18970Dtg0CiIIzRzVEg/zsA7upDfuRRBG3KpPOKwS8T+P3PIll5zDNacpGD8XySdK5L2DZBcL+X8Tv+cBtb7dqY+CBx7fSvKYKWV4YsOWygdfvumP1K4BksYgsOYvizVhu4l6po4OaxuHmFv7X6beZyGZoj0SXPe5GyKLI5qoavnTxPC8NOAu2W5Zv+zBt264srKokkdd1BlNJuqLxRUaIX9VoCYboScxSNAw8yurdxbeCIAjsb2xmXSzOVy5foD0S4Z8uXmBjvIq9DQ2V9suCxPpgA0VTpyNQi09xUboppCQJHlSppmIM2HaZfPkqEfcDqxrUNjYFoxfTXtjVq1IcRVza/7lSmbFEBpeq4EFibCLFsRN99A1Oo+vmLRfqYtng7JU+9m1sQZElktkCr5zuxbZtdnY10jc2y8HNbYxMJ5lL5xkYnyNfKlMd9nP3tnaUG8br8ctDrKmPkS+WSWYLTCezjEylCAfc3Ld9LbmizpsXB3hoTxej0ylePdND0Otm38YWrg5NcWlgEq9L5a6tbbTW3n6cGbbFZCGNJIh8qGUneaPMq5NXODo9xlh+oQxvfbCRjSFHb7zW3ULZKmJhsTm0v3KMJrq5lUtctxKki4t3b7IYIOZ9lLH0/7rB22GTKr5Jrf9TlUzoTKbI9394Hsu0uefudWzauMCoeWFokslUhvs23T4B6VawbIu35t7iUOwQl9KXiKpRdkY+xai1h/7SZcycSc7M8dHGj/L68D/hklxooh9L3Emzp5kzqXNY8gVEQeRU4hSd/k/x8uwV7q26l5bgby+6l23b9Ojr6c/10+YNkTEDtAR/nVcmvodLmcUn+7iQukCVq4q0nma8OE6Du4E3snWE/BanEqfwyLUEvZ/k2+Mv8VT9U/RaOaK+KG7Jw3OT5/hwYxfnU+cpmmVag7+GJjoe0uNzx6lx1ZAzc1xMX+RDDR9CIkui8Bo3u1zccist4d/Go3Td8ULiaKv48Wtb8KmbseziCgsjdG5s4Ov/cJRioUy8OsjRly/z9tEeHvvw7kXH1fsCBDUXg+kkcc+d52Eth6LhhDP60nMkSnlqPH62xOpIlApk9RJ13gDyDXLBtm2TLp5gIvOPy4ZCAtpu2iK/j1tpX3WfCYKES26k1v/TxL1PO56X+XP9spvzySHemummaJZZ669lqpTCsEyWq5eXxTCGleK6kWJaaaayX8Ov7URaJiH2nSAW9OJSZL7z9hWe3reJoMfFzvYGLNumb3KOY1eH+MDu9ZhWGtOcRDcGKOnd6OYQtp1HUdagyC2oyvLMpUt+22obtqZzadmMLEs0tERvW1oIjuRkz9wsumUxmEry9+dOc1dTC63hxS6MF/t7Gc8uWKwBVeMXduyizr+8m1QQBBr8QUqGQaq0OveuKAg8vW4DPXOz/O6rL7GxqopH2js51NhMzLOYk9q0bdKlErIgMpXL8o/nz1Ll9dIZjVE0DfK6TtS92MIVBYGQy01PYo6yab5rxgCAV1H4+KYt/IfXXuaLF85zZnKcP7j7ftzywj3yZpmj092EVS/Jco798Y4ly4gNuJU2suWzlU/y+lVsyrflBHAOd9zSN7rHXUrrvKtuAWXD4MVLvYQ8QdKFEjUBH3ftX0s6UyQa8eJyKdTVhIBLy95GNyx6RmfYs8HZsR+7OEjE78bjVjlxeYh8SWc2leNC3zgN8RCz6RyPH9hAwONyCIgWmsvgRIKaiJ9EpsDEXIZEJs++jc3Ux4K4NZUzPWNcGZxk29p6EpkC1eEAXrfK+b5xDm1uY3w2zca2Whriodv3Dw5pVbMvyhf630IVJUzbZnu0gb6sxP74wgsaUBYmERGRRs9agkqUjJHAJ4cwbYNEeeUsatu2yZcvU7hp56lJtYRch5nOPbuIB6KgX6Og96BIjljN0PAsVfEAoZCHK1fHiccXcnbGk2l6Jma5d2M772X8QJM0EnqChJ7AsA000VGlrNVqafe1M1WaomSV6Mv2sS+6jy5/F7IgcyF1gWZP85KFIWfkiKgRNgU3oYkapu0YnQWzQNbIUrbKFM0ivbleHql5hFpXLVkjS0+2B1EQafe10+5rpz/XT9pIIyKy1reWJk8TvbleMnoGAYE6dx0d/g4kQUIVVWRRpsPfgU/28ezos5StMqI1tgwPh0DU+zgepeMd7ygdz+bKC1FzezVP/sR+TrzeTe+VCQIhD+9/Zg9ruhbP6eO5DDOFPGXTYDiTojMcQ3qHbQtqLr7Wd4E3JgYwbYucXuY/n37FqUZz+/h32+8l4loIuZh2lvHM/0a3lmbye5QuWiO/d0eGwI0QBHEJj8faQC3dmTHOJAZ4tH4HLkmhbBqs8dcgsFSUKep5kGTxCCVjuPJZsvgGufJ5/Nqud9U74Hdp/OQ9O/ivzx3hyOUB1tREcaky06kcPROzbGisZn9XmKnEb1DWe5GkCKq8BlVeiyLXIgpBBMEpvV0N3lFm1tx0hjdfvcIjT+9Euo1QUV7X+bO3jiIKAjP5HM9s2Mwv7diNR168UKqyTEBbWIx8qnb7bPgfof+rPF7+w9338ebwEN++dpX/8uYbfPHCOX5z3wF21y3sskfTKX7t+eeQRJGCrhPzePk3+w9R5w8wncutyBYlCNc9HO/uBCoIAjtq69hSXcP/OHmMR9o72VZTu6gNmiizP95BlStA1ijhlhQSNyVvW3YJj7ILx/p1rNyiPoBhpVFvWbJ1/fwCBX2x4p9XXb+k9Cdf1smVyqyt9uJSFCZSWVTFx4VLo9iA36fR2hxbJhd2eSQyebqaW/BoKhd6x2lviHFlcJKZVI79G1v5wYmrPH/sCmvqo+zf1LpoMsuXyjx39BLFskFnU5xCSefFt6/RVhvlwOZWrg5NURXycXVoirDfQ+/oDG6XwoGNrbg1BU2R8WjKIm/DrWDaNlHNR2eghpKp41NchBQvB+Jd1LsjWNhOrvwNOR1jxX4yepLNof0cm/0BB2OPUbYKnEm+zgPVH0FYllrUng8RLE5k9KhdeNS1eJS1ixYjw0qRKh7Fr21HEEQsy6a3bwpNk5mdyZLNFtm9q43YPA3uyZ4R/rt5dMldXYrMk3s24H0XNkSyIOORPAzlh/DJPiRBwrANTsydoCfbQ9Es0lXdxeX0ZQJKAEEQCCpB+nJ9S64lCALbQtt4beY1vjbyNTr9nWwMbqRklXhl+hUCSoCh/BB7lb3Yto1HcjYAftlPRs9g2ibnU+fpzzkhoLgWx7RNzqXOcSVzBUVQiGpRLNvi+Nxx+nP9xNQYh+OHKVklXph8Ad3W2RLcglf2kipMYd70bETBQ0DbgW1nMI1JRCkOyFjm2DyXgQdB9GFbWQQxVAkh2LaJZY4BFqJUj2XNIIoxsMuY5hiiGAREBDGAbaURxDCFfJnG1hitaxe0XAzDpJgv4/UvxOxrvH6uJWZZG47eEYPirfD+lg080LA0r8DCpmgYi8Kgtu14rVLFY0uOlwQ/jaFfe1eMpxth2zYP1W7FLWvoljNJNnljTmnhTSRaAIoUJep5mLH033B9bjesOaZyX8enbVndRmqVEASBnWsb+U+ffJgjlwe4Nj5DPlOmKuTjoe2dbG+rx6XmmTNrcWi4FSy7TEm/QEm/ULmOz/0wyiqUQd+RMVAq6YwOza0qjutVFX770N1Uebz8+1dfxLAsfOpSOctDjc386/23p8G8Dtu2mchmUGWJwArJKMtBEJxSwQfa2jnc3MrF6Sn+9Ngb/Pmxo/zPRx4n4nas1Yjbw89s2+GQA7ldtATDhF0O37gqSbhkZd4j4TBfMf+vTKmMV1VRxB+NsvJW0CSZh9as5cX+Ph5p70C7qYpCt0x6MhMYtuVUY8hL+8WyC04msOCpJDWVzUnKxuSqjAHdnKV4wwIjoOBV11PML65x1xSZgEvjwogTjqj2erl2bZInH9+Gx61x/tII5y6O0LlYC2oJbNt2Jm6XSjJTQNdNPC6VNfVxvvjCKdobYnjdKmG/m4f2dhH0upe4Od2qwt71zSSzRZLZPG5N4eDmVurjIVLZArph0lITYWQ6hc+tEfa7yZd0Al7XHecqgBNKMSwTSRCZKKbpne5hT6yVsKbhV9xcTY+xxlfDlfQIh+YlU52sZgvbttCt0vy/baxbVIQYVoJUafEEKiAR0HYiCX782i4ShVdYMExtUsWj1Pp/ElkKsra9mnDIUxGDEkRhkba6S5UJe91LPICqLC9izbxtf9hOia4oiJWdumk7CZYCAlE1Sk+2hyqtipJVQkRkf2w/GwMbOZ08zenkaSRBomgWK7t89zJ69zY2QTXIo7WPMlOa4fsT38cre9EkjUPxQzS6G/nB5A+QRRkBgbJVxrZtilYRt+QmpafwSB5ava0ciB7AJztuZY/kodnbTL27Hq/kRRIk9kf3szm4GVEQEQURRVDYHN7MlfQVQmoIERHTyoK9OG9HElwoUhijfA7TGoOyjiQ1YVmTyMpmLGsaszyCgIbquq/Sf4Z+CtMYQpLbQHBRzH0el+dpDOMa2DrI7Rj6BRTtEHrpFTT3Bzjxejd1TVHqmxZCW2PDs4wOznL3wwsvXlYvo0gSk/nsuzZvuWUFt6xUsvUTpSJXElMcmRggWSrwG1sPE533DFh2kZncs1j20oTiiOcBQq673/W4/PnkEFmjyIF4J18bOsYHGneT0Qv8YPwsj9UsfedNq0CV72lmct+mbI5XPk8UXiZXfgafuuVdbaMoCDTGQnzkoJNEbc//Typf5OLwJKJgsbX1l+e9ACst5+8yA+HsdIZyefH2cnoyvUjg5VYQBYE6n5/18Sp+YtNW/uKto9zfuoYDjU3vqPNyepnXhwZpDYWp9t55GZAgCGiyzLaaWj66cQt/fOQ1pvP5ijHgU1UONbUse22PolDn9zOQTFLQDbzzeQN5vcxIOkVzMIRLfvdV8YT55EJFEnErypL+s7HJGSUyegFZEDG1ZaRX7RKqVI0ixTENxxgwrAxFYwCvuuG2z6RkjqCbC5azLIVxyU1L9A9kUaQuHGB4tkjP1CxuJJLpAqfOOkZDJlNEvIVXSRIFdMPkq6+cpa0uyvaOBl46dQ1BELhryxqqwj5iQS9dTQ61rCxJ/OD4VWqjgcU5AwJEg15CPjeS5FBFF8sGr5/tIx72URsJsHtdE5vb63jx5DVHYbG5Cp9bo3t4mtpYgEjAg6au/nlKOAvEYG6GiOblnppDKKLI8dluZksZhvMzRFQfKX1h1ygIAlczp5kujTJS6OWVqW9g2saKZYVOFcEVCvpiCmVZijg7FUEgoO1YUuWR16+R13sISDtwu1UaG1fOgdjUVMPH79q2Ygw5f4vy74SeIKWnSOtpSlYJv+KnWqvmbOosMS3GpfQlGj2NpPQUESXC5fRluvxdjBediTalp5guTTNVmsIjeYipMU4mTmJjcyF9gR3hHUvHqg3DhWHM+QX4+kItIKAICpqkIQsyLtFFtauak4mTrPGtYTg/zAPVDzBVmmKNbw2d/s5KH4s4oYM2X1vlMxu70j5ZlImoEURBJKbG2Bfdxxszb9DsaWa5OKqNPX8NA9ucRZRigIVpjiNKTcjKOkqFb+PyfJAbhWZMox9FO4go1mLob4MgYOiXkeRWdP0sol3EMicoF76DZTusoHMzWV59/jz+4II7PpPOs2lHy6I2lU0TWRRxywq5ZejXbwXLymKjY5oTgDhPKuVozyRKBa4kpnhzcpDTM6OUTZP3t27gA60bFvEMFI0+0qW3l1xbFsNU+55ZMSfinaBs6RRNHcu2mS6lsWzLCWcYRZZjZDLtLG5lDRHPA0xkPlf5XDdnmM4968ydd8DVsho4GyHHALg2Ps2bV4Y4NziOYVq8f1cNDZFvEA385qp2/7fCqme25589xXD/YspG07Roao3f0WIuCgIPtLXz3Z5u/vbM22ysqiJ0Uxa/ddMu7Ga+fQtH7S1RLPDFC+c4OznBbx28C/8qKgmuX79oGLhkuTLFmrbNZDaLJstLQhcrQZUk9jU08pmTxzkzOc6+BicJ7PTEOIOpJJ/YtOVHSq58p/BIGvtiHaT0PNOl9LKlhbZdRhb9i7LNbcrkyleJeh7hVrEXJ0Z9bVHmuibVoUgxbLu85NjB2STTaYOdrfW0x6PkYzHKJcewjEV9RMJeYHmqZLem8MkHdzpEU5KIKss8c+82557zC/Mz921DlkUEQeCj92/DMCxEUXCEsCzbmYttm7u2rkEWReJhH621EUzLRtdNRNFRBxMF55x7trfPewIEZEmkrc5ZKPdvbEGSxHnSj9uLiRQtnTene53yQgTemOqh0RsmZ5R4deoieaNEWs/T4V/I2m50t6PFHE/EOv/OyudeObCCKI1NsvjGkt2UR+nAJTvkDW5lDW659Yb8kPlQQelN/Nq2W5IuNcVCeFR12dGwGm9JwSxwMXURURC5v/p+PJKHBk8js+VZzibPUuuqpcu/jrHCKBE1wp7oHurcdY7HAJEL6YuMFcYJKkE2BTcTUPxISYmTc2/T4mml1lVHWs+giiqKKJM3CtjYTBWn6c52IyKyMbiJVm8raT2NT3GM+iZPE37FT7O3hdOJ03RnujkQO0BEjdLoaSKkhLBsi6JZwsamzddGQAmgWwYlq4RHctPgbuB86jyTxSniWowd4Z1UazXYQFiN0OBpJK2ncQkBBEHCthc2U5ZdQLdmUAVpPkQgASKS3OxoKRh9yMoWDKMXSe6A+QVGEKMY+gVkuYRp9CIrm7DMUSRhHbLUhqGfRRCDqNphyqXXAEel8qlPHqC++QbPwNAsE6PJRc+qyuPlwswkAhD33FmpnGlOoBv9DnWvICLLzQi4eHHkGn97+QTVHh8Ha1upcvsYzaX42Nqti8K/TojgOLq5NE7v13asaoPyo8AGLqdHsLEZys3wyuRFCmaZoqmznDFgWQUEROLeJ5nNfQ/dmq5caS7/AtW+D+NR1r0rbbVsm1SuyLWxad7sHuLi0ATJXJGyYfLrjx9kQ2MNAU+GmeQUNrpD+74sVhfyWbUx8MGf2I9lOTe7cQ6QZHGJtvLtENQ0PrVlG//mxR/wnWvdfHTjgqvqpYE+JnMLtbjSfLLfnnpnYsuVy3zm5Ftoskx/MkGyWOTntu3kwTVrV/0AMqUSf3z0NTyKSmsojCyK9MzN8kJ/L493dFHtW52HQRAEHlqzlh/29fL7r7/C+9d2YWPz3LWr7Kyr51BTy4+SzvCOYdgmr09fZraUZV2gHo+kkrrpGMvWQZDxql0ki69WPs/rV7HsMtIy9co3nE1Ov8SNZT8etQNJcGPdZAwIgkBLLEx9SGYmm2MslWFP+wLD0OxclstXx2nfuPyd0qkCublputbVMTQ0SzZb5NLFUaqrg+ze3ca5c8NMT6dZ015NOlWgoTHCzHSGRCJHMpGnqTmKbdsMDMxQVxdm5642ZNmZhPRSmauXxti6rRlJEkkkcpw43sfd96zj5Ik+pqbSNDfHaFtTxckTfUiSSGdXHUePdOP1auzY0Yp4izlTFSU+2LyDkOrsyEzbIl0usC3SiE92MVvKMFPKsMZXUznHJXkAganSMLXuFhrcaxBvoY5mWEnSxTdv+lQg6NpXSRxypJt3LTIGwCJVOEqt/yeQhZVJljrr4jTGdPqm5vBqKlUBH4Lg5IK83TtCV30VvluU3Ne56qivq3fCecUpPj/4VdJ6BhuLVm8z1a46Xpx8jSfqH0EWZWrdtaT0NFczA9wdP8Cr08exsZktZenPjfNgzT3siuzicrqPN2dPcyrhGJE7I9to97XwjdHvkjPyJPUUYSVEQPHT5GlCFVV2RXZV2rUhuAHLtvjO+A+JazH2Rndg2ibfGPkOa/1riKgRXpp6gwsph4Vura+NzUE/VzM9fGvse/x068fZFNxEX26UscI4TzfcxQ8nX+Vc6hIXUk4uTauvmbgWp6jPIgreRV4zyy6SLp4gEPgJZGEzlpVwyt1MCdvOIYoRZFfnvFDTAhW1qu7HMC5jWRlkdSeS1IJljmLbRWxsVO0+wECU4qjaQUBm58G1uDwqmuYYFLZt4/O7aGxdHA4cSicBm57kLC3B8B3NXZJUjWGOoKqbsMzZSm6LR1YJai4My2K2mMO0bSzbrnhWKqW/lOYJs25e0CQi7vuW5U94N9Dmq2aymKJglNgTW0vJ1BEQ2BfrQGBsyfGm7Si0etUuwp67mcp+pfJd2RxnOvctmkMdvMMIPABjc2l+74s/IFMssa+zmZ973x5KZYMvvn6GXe2NeF0qhpnFtJIk0v8dUVw+yd7juhuv6/Bt77fqFk9PpAiGvbg9Kq+/cJGpiTQCsGlHM12bbu2eqPf7+eC6DUTcC1K2e+ob+IXtuyibJiXTQJMkHlqzlpH0YsIaURAq1L8NgSBPr9uAadmoksT2mjp21tWzNhJZVJ5yO7hkmQ3xat4YHuTCtBPLjnu8/NrufTzQ1l6p918fr3KqAW7hKaj2+viP99zPly6e58jIICICD7d38Mz6TYsSIcHZa++orafK47slW2J7JMoTnevw3YJvocbr44NdG6jyLl2NVFHmQLyTodwMM6UMaaOw5BgbHWwLj7oOAaVSxlM0BjGsJJJYs+Sc6zDtHAW9d9EvcwQ2hCWeAXAqCgZnMmSKJTY11JBI5jBNZ4Kbmc2QTN2ajHhoyNktJBI56urChMNeGhoijI8nmZ5Oc9fhdRiGyYm3+pgYT7LvQAf9fY4BUVsX4u2T/aztqOHSxVE2bKzH73fGoW6YjI4m2LK1Cdu2GR6aZWhwhunpDIlEnq6uOs6dHSKZzBMIuGlqilEq6YiiyLbtLQRDHjK3cJFn9BLfHD7DGp8z6ebMEtPFNHG3m8NVG3hh4hyKKJEziuyJOUlWM6Vx3pr9IU2etZyYexE1qlHjXp77wLZt8no3BX1xEp0kBghou28wjkWC7n1MZL+wKMkwr1+loPfi17av+BuyxTL/73eP0Ds5iyrLfPzQVoIeF18+eo6SbtBZd/v8EnDc4q9Nv0lQ8fN43YMYtoFuOZ03UZqmbOmIgoQA5I0Cad2pKCpZJT7c+ARR1ckC98gebGzSRoZ7qw7R7msFnGoERVD4aNNTTBVn+PLwszzV8BgRNYRXXtlaSelpPDfkHST0FAWzQHeml2OzJ/lI4xO4JRdfHfkWUS2MLMjMlZOMFyYJK0EG88MUzaJDWqZn2Bxcz6GYQ5qhiIpTZSDXoMl1GOUbE9Js5vLfJ+59ArdSjSw7v0+Smxa1TxZbF/0tiG4UdfHzuvmchc8Xxk02XUSNyWTTBU4d68Xnd7NpZ8ui4yNuD95chpZAGMO6M8EwQfDh0u7C0Z4YrlCb769pZmusjoFMguNTQxybHGKumOe/nT/C/poWtsfrUUQJ3UxQ0Jdy1ihiuBLuei+gCBIH4p3UusIVHpPpUprh/FIPBThGnG1b86RLTzOXf+EGkTabufzzVHmfxqOuXfb8O4EqS1SH/JSmDaaSWUZnUsiytMRzDgII4grJxdyWufQ6Vm0MPPfVEzz4ge3UNoQ5ebSHdZsbKeRLHH3lCp0b6is5CpZtL4ot2jasjUT5V/sOVZLALNtGFWU+tWVb5RyAn9m6o8Kgd/1zAaEScuuKxfndu+694dp25dwbhVyux1gE4Sb5y/nsC1WS+OjGzXxw3QbHhW6DLAqUrQkK5lWKRScBa0tNkL0NOxBv6CbTLpMuD+CW4miSI9jUEgrzr/YdpGjqFI1ZbJJI4ji6VYNyQ03rdU/CjbBtm5wxTsGYna8ddrO5qpodNfsQBAHT1kmX+xfp04uCREOwhX+5dzcpvZ/pwjCiIOGWo7ikGLplcXpugJKl45bUZcVArnOPu+U2ZDGAbjmDXzenKZvjaPLKxoBuTlMyFqxmSfDiUTqcOOhNnPO2bTObzVMoG8iiiGgLHHmrh0zGKQM1TYs1rStzZ7vcCqlUnmPHEnjcKh2dtUiSiCSLpFJ5YjE/Pp9GoVAmkcgiSgI+r0axqHP5siNQUy4bvP7aVVpaYng8yxtYlmXT3T2BKAr09U5RKJR55ZXLdHbWUi4b+P0h3njjKo2NUaYmU1y6OMqOna2s8P4BjvHnkmTc87LYNo6mRkYvcDrRT407TFegngvJhaTLpD5Di7eL3ZH7OZc6ylRplGrXwmS/eFK0SRbeWMJq55ZbcStrFp3jUdbhkhsX0Uc7VQXH8KlbVwwVdI/PkC2W+INnHmR0NsV/f/4oXk3lvk3t3L+5naDHRcGYXLkTbuwPQcDCxiO5cUtOEm6ynMK2LXJmntdn3qRKi+NXfLgkF6qoIAoiPtlLQPHP96mAbuuAgEd2L/pcEASCYoCCWUQWZQKKv/L9reBQ/lpYtlWZRy6lu+n0t7PG14KAwLbwZs6lLrE1uJGIGmaiOEmjp75SjXAdLsl1wz2dNiliiIC2e14dcAEFo5/h1H+lNfw7KFLVe7bgvX20B0WVOXDvOl547iyZZJ5CvoQki2zd3VY5rtEfpNH/o4lTWdYcxfJbYJtYdh5VXXD1eWSF9ZFq1oer+MiaLRXD4IfD3awNxoi4PA6BmTW95Lqa3Igmr04N8kdBwSzzzZET3F+zmXZ/DacT/bwyeZED8eVr8x2+DgtBcDZAIddBZvLfrnxfNEaYyX+HRuVXb0EitTrEA17+/UfuZzyR5nTfGMe6h+ibnCNXLPONty6wq72BuoiOJAYJ+38FVW55R/dbtTGgl01ESURRJB770C7aOmoYHpjhpe+ew7ZhfDrFqyd6SGTy1MWDPHxwPZZl88Xvvc29uztobYhS0g1ePdFD38gMsiRx394O/B4XX/zeSQRBQBQFDm5bQ3tTnJePdzM0kUBTZR7cv46G6tCSNp27NsYP37yCx6VSEw3wwL5O/F4X4zNpnnv1Ah95cDtBvxvTsjjXPcbJi0PohsmOdY143CrpXJG9m1o4cqYPr1vGiH2RmeJ5vHItNia6laXWs5d1oU8gz7upkqUejkz8Nm2Bx9gQ/hTXY+uCYDJeeJ7+9HcQBRnLNom5NrI5+otIt0wosbiW+hqjuTfwKfUYdgFVDLA58vME1TZKZoLjU59GEETkitvXzdboLyMKCscm/xBV9CEKCqZdpt57kDrvo5RMnYxRRJufUG/GdRESVa5BlWvQy44xYFoOq5mzQCw/ORWNIQwrWflbkeJocgNgLYqLAkiiyPr6apIhi5FEmtFUmt3bW7nSPUGxpFMdD9DVUUOivLScCBwuC8OwaGyM0tc3hQAk5nLMhbPUVAd5441ugiEPgYCbxsYo9Q0Rzp8fRtVkR5Y37EEbl9m9u42xsURFuvc6stki/f3TaJqCqkrcdbiLy5fGUBSJ3bvXMDGRpLo6yNDQLLIsYZoW4YiP5uYYsiyi3yJs7lNcPFy3iajLN9+3Fmm9wOX0CDOlNHdVrado6jR6YwujwbYYzndj2SYTxSEMWydnpIlqNaz1bebGXA7DSpMqLi35C7h2LdFXUKQofm37TVoSFqniEWr8n7hBn2ExEtk8zfEwNSEfPk0l7HPzc/ftZl1D1ap3HOAs1odie/nm2Pf42/5/ZFNwHdvCm3DNJ/NNFae5kLpClTbD+kAnAdmHKIik9SxfHn523jhQebT2fgKKH93S+c7YDzmiHkdA4J6qg6zxtay6PZUesG2OzLxFf24I27a5lu1jY3AdaT1Ni7epYmSElABZI4dhm8S0CHPlJFPFaYJKgNK8oW7jXGsg5xh3W0Ib2B3ZDkhEPQ8xk/vWTfXzNrP572PZBRqCv4pP3Ygj+vPuGgX5XInaiJe52SwTw3N87Bfupq97gtHB2UXGwJ2QvS2FDbaObReRpHglia47NcNAJsEDDWvnWVVV1keqqfH4OT0zim+edK5kjmJZSz2EbqX1PaH6vY5mb5wPNOziudG3+c7Y23gkjWeaD9DkjZMqLjVybbuMPR/KEAUXVb4Pkii8imlf92hbzOa+M+/xaXlHbRMEAU2RaamK0BwP88iOLsYTGc70j3Hs6iDPn7rKg1vjvG9L9buStLhqY6BzQz3f/vJx7npgA4Ggh+5Lo7z6/Qt0bWogWyjxuW8dZ1tXAwe2t1EqG0iSSN/oNKcuD+P3arTUR+gdmuFc9xgfenAbpbJB0Ocmky+Rzpb4xOO7nPJAn4uLPeP0j87y/rs3USzp+FbYzU3OZIgEvNy/r5Ovv3CGt84Pct+eDs5eGeXMlVG2dTWwc0MTV/om+ebL53ji3s0EfW5kSaR7cIqpuQweTeFizwTPPLKFK/kyjd7DrA9/Ess2mSq8zdm5v6TBezdhzUkqmyqcQpF8TBfPUrayaFJg/vPTdCf/iQ3hn6bGsxPDKmHaxUVehZVg2mVqPLvZEv1FymaaUzP/L73pb7It9s+5Hi/cFPl5Yq4FrWtZ0Mga4wiCyOboLxFSW5krXeHs7GcAhZhrK8W8jigIK0zaNrZtIYsB3HJbRVfbxphfMCyW2/Y62etXF8U/3UoLihjGorxEp8Ka9wycG5qjKuDDp6i89NoVmhujBAJuBodnKZR0WlZgQZZEgbvu6sLnd7GmvRpZkWhpdXb48aoA+/atZWYmQzTqY9eeNcRifqan00SjPpLJPIV8mXXr6/H5XNTWhRdNeG63yqbNjWQzRdwulb371hKL+XF7NCzTIhb3E6/yEw57GR1x5H3rGyK43SrpdIFY3H9Lz0DeKHFqboj7ap1dhiBASPWwbz4kcN2LVe1aWLhr3c2UrAKWbdHiXVd5VuIyNyro3TeFa0AU3ARd+5bs9AVkgq79TOW+vkifPVe+SkHvw69tXfY32Da8eXWQuWwBwzTpn0zwpSNn8WgqLkXmY4e2EljFXC0IAjWuKn6y5RkGckO8OXuC7kwvH216Cq/soTc3SK27Gt3SGS2OE1SchEm3pLEnuoOQEkQSRHyyY1jJgsSm0AaaPQ0ICFRpsdu0YOV2dfjb2RHegmVbZIwsAszzHCyUA5q2hYiIAAQVx/vQnxuk1lXNwHw5rYBAh38NO8NOX0bUUOUePm0TMe/7Gc/8PYt1LMz5srQrxL1PEvc+gUtpQXgXjYKa+jAn37jGmbf6aOuswR/0oJeNJbleI5k0b40P41EUmgNh1kdXFwICEMUIqrqFXP5bqDdw4Z+cGiFdLiI0LPaIFk2Dbw9cYmusjogoUTJG5jcoi+GSW7jlS/YOMV1K05udoMoV5OXJCxyId3EtM07GKFKvLjWObNuobHgEQcCvbSPo2stc4QeVY4rGAHP556kL/Pwtk3NXA9u2MedVClVZoikWIuR1saejkXxJByyiwa1IYujGsxbl9a12HK3aGLjrfRuQVYmXvnOWYlHH5VbZsrOFfXd3cXlwClWRuG9PJ4pynRzD5nz3GPfs7qB/dJZ8UcfjVinrBsl0no7mKtwuhUy+RFk3mE3mUBUJn1fD59HIFcpk8iXWNMZw3aKcy+dRqY74iQa9lHUD3TC5OjjJ+/Z3ce7aGNvXN3L8wiD7NreypaO+0jHXBqcZnkgyMpHio4/sIOhzQx5EQUESXEgCeJVaJEGjQi5h55kqnqXV/wgjuVdJlweIuTZhYzGYfYGYazONvrsRBRntDsevKMjIggdZ9hDW1pIs91QsUEfRTENZQRxFFjRUKUC1exdtgVEuJr4BUi0H45u5mh4jra8Uk7cr/AAz+ecqvzNf7sayS0jC0vvZGOTLVyrHAniU9Q7pxTL5AoIAXk1Bk2W8moqEswCuXVONy+XUH8/MZJacB46cb17vJhB3dg/ReW9h+wbn//PGKIE4BOIA02h+KAPB+Tks3gBcZxETfdTVrV3kulMUiU2blsol1tcvTGbXS+46b2BrC4cXVr/Z5TWWAIdM6M3pXsYLycpnG0L17IguxHJvflGDSpTNwf2ATdHKM1kcYTB3hbJVoo0NFbPOtm2SxSNLQgQuuRHPMvSj192amlS7iCPfsJLzoYLNy05c6xureXrvpko4bnPzQj8osoRLWd0Uct0Ic4kaXf61xLUYf9v/ebJGjqASoDvTw13xfUwVZ+jO9i6Ku7d4mqhyLSz2ZauMIIg0uuvo8C+Vnr0TCECVFqPDvwbTNgnM+B12PFcVI4UxTNtEQmKkMEa1K44syrhEDQHozvZxT9XBijEAUK3Fl22TgEpd4KfJ692kike4mYysbI4zmv5LZvLfJuK+j6jnEbxqF6LgfcdGwaYdLc6iYlps2dmKIEAk5qe2YbEomWueN6IvOYckiqyLxlft+7GsJMXSm4CzQFV+l2UsSzkviyKmbc/nJtjo5jRLCdrE9zREcL19c+UcYHO4ypGsTpSz+GQXLFOcdrOssyh4qfI9Tap4pELNbmMynfs2Me/jaHL9j9w227Y5PzjB1948j2lZPLlnI5liib9/6W1KusGB9S385D3bMa0BwEaW4vPGwyzZwnewrAQe191oyvLv9s1YtTGQz5XZsKWJjvX1mKaFLInIikSxqJPLl/B5XEg30L/mizoXe8bZv62VZDrP4PgcnS1VPHHvZo6c6eOl49184J7NSJJIOlfkYs84qioRCXroaKniwQPreP1ULy8eu8pT92+hsSa8bLuOnulncjaDKAo8dGAd49NpJmYybFxTy1vnB0hlCuQKZcKBxZTBtm0zODZHNORdZCHPFM9zNfVPmHaZZKmHRu/d+BUnZpvRhymbSWo9e0mXB5gsvE3MtRHTLpEpD9EaeAQBCd3KY1gFBEFEFQO3zAa/DsMqUjBnKBjTTBfPUevZU9kNWrbOUPZF5kpXANDEII2+e5ZcQxAEIlonkEcRCpxPDqGIEn7FTWKFsmFBEPConYiCq1IqWDSGMawE0jLGh2llKBgLCWsCCj51/Yq/y8aJx3fWxhEF8HpV2lrifPt7Z7BsG49b4567OoEzy5xbYjD5x7wbOwO/tp2u+GfeU5fjcmjxRbm/dqF/fMqta6V1q8R4YZDB/FWmSqPMlMbYE3mANt+GRR4e00ovu6j4tK2o0vK7ZFWuxqduvkkw53qo4OPL6rLXRwLURxbab9s2ZcNkPJHmyug0hmktN2cugWmbHJ09gQC4JTcDuSGCSoCA4iesBpkpzdHgrsMlunhl+kgl7l4yy1xIXSaQdxbpVm8TPtmLZVtczfSQNZwJuMZVRYPnnQvrXMeW0AZOD5znuxMv4JHcXE5388GG95MoJxEFkbgW43L6GhEltOi8wfwwJ+fOABBSg7R5mx2OA0FAlWppDf8O/YnfJ1V8k6WZ8xYlY5jxzGeZzj2LT91M2HMfQW0vLqUJgaUkbavB9ESK9nV1eP0ukrNZXG6VaFWAXGYxfXtOL5MuF/Fr2h3TENt2HgEZVd0273lyxmWrP8I3+i/wUFMncZfz7lm2zdkZh0fCo6jYmPN8/4shICOLwfcslwKgwRPlQ037Kvlnc+UsV9NjlC1j2eNtrBs2ac78GXDtwa/tIFl8rfJ5Qe9hLv9Davyf/JG9A9limb/6/jHiAS9N8TD/+NppTMviiT0bcKkyX3jtDO01XjY3/SUBz9PI7vsBnWT2ryiVzyPLTcyk/oiq0B+hLiNtfTNWbQy8+J2zjA4tZFiWijojg7Ns3dXKvsc2Mp3IkCuUKi79wfG5yo4/4HVx9uooXS3VrF9TQ2drFS8e6+b1Uz3cvWstDdUhPvLQ9krduG3bbO2sZ2N7Ld9+5QJvnRugoTq07KDY0lnPY4c3EvC6UBWJ775+Ca9bZXIuiygI9AxNUx310zcyy44NTZXkRkGAfVtaqYsH+d7rl/j4Y04yo27lKRqzWOiYdhHdzmPaJSRbZapwBkUMIAkqIXUNI7nX6Ah+EAALo5JXMJj9YSV3YE/V7+BTbm/djuWPki73kzenafE9SJv/scogsrEomrOVOnNL1hcNyBshCgolU8etwP21m+hOj5PRl1YT3AiX3IQiRiiZTsKdbs5QMkaXtWrL5hRlY6LytywGcSnz0tHLxM8VUaKzugpJdDK2C8UyV9JjuFwKxaKOoojMzeWIrGBA30xi9KPCSfx5D7V5l4FX1tgUaljE82BadmWXbGNj2jby/GIBMFYY5Dvjn6XZ08m20CHOp46x1r8Fr7w4pn+dNOhGCCiEXAdWZCITUAm6DzCb/+6iRM98+cp8qGB5qegbDYAzA+McvzZMpliiOR5mZ/vqiE5EQSSihujO9DE1laDn2BTbwhvpnZugvr2ee+IHGT6ToKdnlMKcxqX+Me66N8ZauZ1vfv81EjNZorEAv/jIR0CUSBw1+dLUSwSCXnYcWMueRhlv3s/5tweYSs1R3VRPManz2pnz7DrYgaxIXDw1SOemBtzzc5SAQJd/LQHFz9jwLKlEjo11XdS4qql1VbM9uZvh7BDxOou71cNkL5uYfpGJK3keum8Tus9k6MwcG9q7sA0wehReOXeS494eNmxrwhyT+LkHanC7XFw6M0h1XZhYdTtrop9mJPU/mMk9tyzbHjgem2TxNZLFI6hSNQHXLqKehwhoO5HF8Px4Wd0iefqtXprXVFFTH+b7z57imZ89zHD/NIM9UzS0LBiOPlWlxuNnIJ2g1uu/87JoQXEqk+ws19+1HfEGXhnr47eOfY/d1Y34FI3BTIIzM2P8dNcufLKKTRnTWjpHCYK07IZkOdi2iWEllw01rAQRDUH0kyhn6U6Pcy45wOXUKJtCTRyMrwNhOT2QpRTzkuCnyvdB0qUTlQ2Vjc507ptEPQ+jytXLXOf2mM3k0E2LX35kP7GAl//1w+OMzaV5bNc6REFgPJHh4lA/GxuSyPOEQ2Wjn2L5NPHg76Mq7cyk/oBC+fi7awx84Jk9WJZFJl3gwqlBLpweYv/dXRy6fz2x2iDV0QB/9+wxWuoieN0ak7Np7t/XxX17OhibTvP5505woWeMqwNTeFwq14am2dblxPumE1m+f+Qysiyyvq2GXKHM5f5JXJpM/+gsh3Ys7woUBAj6XMRCjiutrBt0D07xzMM7aG+McfzCIOevjfPggXV89tlj/ONzJwn4XLQ1ONzbiiyxb2srVwcmOXV5BGqg1rOHjZGfxrZtssYYRyd+h4jWRa1nL5P5E6T1AY5N/j6GXaRozpLWBwmp7ciCh5LpWLcN3sO4pShnZz/j1POvAjXu3XSGPsTZ2b9EFj3IN7wEkqDREfwwVe6ti84pmnOL/rZtm6LpyKeWbZkj01fJGSXq3GtZ3hHvQJFiaHJ9xRgw7Tx5vXdZ4Y2i4egXXIcm16FKqx/sqiKzeUMDU9MZzl0cZu/ONvx+N7c2V94t/PhZH6ZLGXoyU8yUsvRmpjhY1U6TL8jGUDNvTF1mOD/D3dUbafY6sY1adzMP1/4EQ7mrnE6+xkxpnN7sBVq96/HJwUqeQap4BNNa/FRVuQavujKvs0PBvRVFii+iUr2ueOhTNy3ZxSSyBV691MeZgTEyhRKaLJPIFfidD91HVcCHJAoUlt9ELYIoiGwMrmNjcB2XZoZI9B+lpaOeY69coao7xCMfPMRnP/8DwlEfP7n9aVwuFZ/qxXOymp0ZH+1b68hli9QpNaiqzIc2PspX/vY1PvKzh+lY20CpqPO5v3qB+qYosViYdVoLuekyX/rrV/B4NNZvbeLICxdpaI0vGAOCwM7IVgDePHGJwd4pPvKzhytjfvpUga1btrOrvoOLpwd545WLbNzezNkvjHH/epGt/i18+eXX+OmtD/Lqc+dIXYKf2/sJyiWdZl813zr5JqX9Bi7N5virV9lxcC3xmiCaVE9r+LcJansYz3yWXPnSkiqcBZiUzTFmct9kLv8DvOo6Yp73E/E8gCpVr2rXaVtOiMA0LMolA8u0nP/spfk919n47oRmGkAQ/WCXKeuXUJS1XF9afIrKv9xyiNfG+jk9M8qgmaDa7effbb+XjZEaZzxbNsspFDrm2uoS48rmBNdm//WijcrtEHIdIC99ir/ueZkWbxU7o2tIlvN8qGk/QdVDonDt9hfBGUdB13586mbSpQXl0Fz5MonCy1T5PvIjeTdKuokqS3g0BQGI+NxkCqXKswm4NSYTFggiIDph1eKrqHL7/OKvIEt1mObMrW5TwR2ECUqcOd7H5fMj1NSFePJje6mpDzuhAQE+8ehOeoZnSGULVEX8NNWGqYk6giLVUR8fuGcT0ZCXsm5SKhs8cmg9rfVRdN3kyXs3UzZM59ErEnX+ILliGd0weeLezTTXRZbtzM0d9RjGgiUoCAIPH1xPc61jOW9sryPkd1MbD/BLHzlE7/AMpmVREwtQEwvQXjZwqTIffGAbqVyWqZuSLpwsfRndypLVRymYc+yM/SY+pQ4bk3Ozf81U4RQRbR1R1zomC6doDTyKJgbxyrV3VFqiSj5Cajtrg09xYe7vqPPsJaiuPh7q8LwXGc6+TEBtpSWwjqxu0uyN31boSRI8eJQO0qXj85+Y5PUr3JxEeJ369sYX162sRRZXJmkyLIvBmSS6mcXG2X0UskXS2QKFok4yXUBRZXhvOEVuwo/XM6CKMhtCdZyZGyaKl4NVBwhrbo7PdhN3BZkpp9kZbac7PVoxBlRRo8XTRbOnk6KZY6I4zGD+CgUzx67IfQgImHaGZPHokt/jUzfcsiQUQJPr8aobKBfGb/jUIll8g2r/R5eECq6MTvHXP3yL7W31fOTAFlRZ4itHzxH1eRapQt4polUB9tzdReemBv7Xnz3PnsNdiJLI2o0NbNzuqBAKgkAmlaeuKcr2/WtRNWe6EgSBlvZqAmEvze3VaC6F828PIEsijz+zF2meVKrn8hiNbVWcPdFPa+et+2V52MsMGYGmNVUcf/0qhx9yDK/kXJbTx3r51D9/oBKHzyTz2DaYpolpmPOslVTaLwleYt73E3DtYTb/PDO5b5LTry5K7rwZll0gUzpFtnSOqeyXqfZ/lKjn4Rs8BSvjh988jdujMtw/w9//jxdJzmbpXIYfxiUphDQXo5k0HeHYqs1n03TIkSQxhG2lse0iguAIQAVUF482d/FIc5dD7Swsx4i3TCUDwqrnUMs2KOlDlQ3NalAy11DjDXG4aj2DuRlOzPYwVUwxUUxWyoFXC1kMU+V7mkzpDDbXq0vKTOW+QcTzAIp0e8nz5VAo61wdmcalKYwnMsxm8lwcdqocxhIZBNGHLNaQyX8NTekiV3ieSODXcRgrbUwrhSRGbnWLhd+w2kZ97jMvcfXiKB3r68lmirzyfadmtqktzsH71uF2qWxau3zMTpYkulqd3WM8vHjhUGSJvVtal5yze+PyRCs3ojq6eOJS5IX7AHjdKp0tzt/RkJdoaPl4cTziIxp2MT0FOWOC6cJZLEwm829j2EUiWhfThTN45Cqq3FuRRTe2bVPnPcBQ9kXaA0/R7Hsfb039R87P/TU17j1k9GEsu3xH5VcgUO3ewbD6Mt2pr7E99s8BJyElUbq2UNKCREhz3D62bZIod5M3pxnLHSFR6mZt6Je4lpklb5QIqV5EX9VtWiHhVdfjLPyOcZUv92Da+UWLg015vtLg+osrVMqhVoJt26QKBQZmCvRNzbG9qQ4ta1MolGmsjzAxmcKlKfiWNQZEvEoXkvSj1T7fCI/Scct2vhfIG2W+1H+cgqnT4AlzNjFMqy9K0dT54fhZ9sc78UoupsQbeSxMBnKXGS8OUu9qpdnbSau3C+MGfYKC3rNEMRIkgq4DCLeJ4DvVBvtJFF7mxqz2fPkKRX0An7Zp0fFbWur4g2fex4neEb589By5YtmZoMamaauO4NXubNK8GYGQB01TyCTz6GWD7375OMdfvUJtY4QHn9zJ3Y9s4btfOU7P5XF2HljLlt1tyMrS5zg7lSZeG6KQL/Pmy5fw+t1E436qaoP4/C66L6x+kbg1bNo6akglcozNh00zyQKqJhOJ+RctcomZDF/861fQXArdF0fZdddi9T5BcBLkav0/SczzKKnSMebyz5MpnaZsTrM0p+B6Cwxy+iX65/6AufwLNAR/ZZ5WevnxfeC+9XRsrMeybGzLRhCdMu549eL3yiMreBUF3dJYH73dnLEYougHQQXbQBB8S0JVFf6Y5YwWAZYT07HnK57eS0Q0H0817qVglhnOz3AmMcCzw8dZF6znYGT1mwdBEAi5D+NV15Mtn658niufJ1l4nZj3A3fsHVBkkWJZ57988zUEAcq6iWXb/MevvAg4f79v61pCvp8mkfmflPQL+D1P4dL2OJwedgnbzqEp+1d1v1UbA488vZPD71vKGRuM3Hm2q2XbTOayjOcyeBWFRn+IvtQceb0MgkCzP4QqSfQkZ5FFkUZ/kKjLsTKn8zkKhk6jP0hO1xnOJGkPR8mWy0zlszQFQvQkZskbOm5ZoSMcQ5MkUuUSg+kEAgJtwfASdr9MuUz3nMxc6TSjgREiLg8FQ8MwnqQ3qZIzp2jy3Y0kuJjKZykaBnHXVs7NHCFRmqHK3cqO+L/kyPgX6E9/jrFsCb+8ifMzeTZEi+QNneF0Epes0BII4Ve1StzPrzRWXmRJcLE2+EG6U18mZ0ygSUGCahtj+TcYzzs15bLoZnPkF5BFD0G1jeHsy0iCRkBtZnfVb+GVm5ks9pMs57Bsi5DqJXULV64gCLiVdiTRWxGzKZkjGOYcsrhgDBhWiqI+UPlbFDx41M5bPn/LtumemCWRM9nWXEdnbZy68NKa9oll4hiioNIU/k0C2p6VG79KCIJ424Xy3YYsimwKN5DRnUStgOKiI1BDR6AKC5uQ4sWwTTbdwCA3Uxrj7cQrtHrXcSb5Oprkoc7dgiLMExfNy7zenHCliBH82jKiPTfhunCRIoYX1bzr1hzp0lt41Y2LruHRFHasaWBbWz2ZQoneiVmO9wzzv186iVtV+GeP7Cd05/pgFZRKBrpu4vKoyLLEwfs30LGpAVWTkRWJ+uYoP/mrDzDYO8W3vvAmvqCbzo1Ld7Rut8rMRApZFhElkTdfusTDT+9CkkR2HFjLC986jV5efTwZQBBFLGteNdK05vONBDSXwpY9bZx8oxvbtlE1GUM30csmN8qsBEIeHnxyJ/6Qm6///ZGV7yOIqHIVMelxIu4HKBoDJAuvkyi8RK58aUnFyHXYlEkWX6Vg9NIU+g2inkcQhaVu9XDUx+R4krdeuUImXSAY9rL37i7CscUPLlUuMZXPMVPIEdJcVHt9qzYIZKkWn+fJVR59M8QVRIjsJfTm7zZmSmnGC1k2h5rpDNTT4a9jpDDLRCEJLN/vK0ERo8R9T5Kbu1Dxnlp2kanc1wm570aRQnd0vcZoiD/9qceXYRxcgNeloioaVZE/BdtEENyV0JGAQtj/z5FWoCm+Gas2BkpFnc6NTmne3EyGmrow+XyJ4YGZCtvfamDbNicnR/l2z2VagxEk0ZEC/tvzJ9kYq8ajOG6qsWyG7/RdoSsS55s9l/ln2/YScXn42rUL9KcS/N7++xhMJ/iTE6/zR4fex8mJEV4Y7OUPDj7AbDHPP1w6w0e7NrM2HGU8l+Fvzp2o0AC7JJmOyOLB152Y4+3x9WyK3c2Z8SQf7drCqJ7j5eE+OiMzDKbb+LXtB7GBr1y9wEg2xe/uu5dM4UmG0xLVHpGotoHx9OO0BgNcnLzMgfo1jGTKtAZ0XhrupSc5R9zt4QcDOr+ydS95q0jOKFHteYiJQpK5chbTtnBJzWyJ/iYuyYVuWUTcnwJsIqqPZDlPSPVStCQ0FDpCv850KUWjJ07BNEkbOppkUTDLNHljpPXCktr/5aDJ9ahSFYV5Y8Aw5ygaI7iUBQ9N2ZigbC4k1ahSbJ5saGUIQHMsRNwvMp3JEvd7lzUGVjpbFLRK8uH/bZAEkRp3kKDqdpT08glenrhMzO1ma6iFt+d6Weuv5VJ6hMNVTr1kSp+lxdPJzvC9aKKLmdIYta6FZ2DaWZKFpVUEshSiZIwtIoNaCaaVRZZCNxHgWCQLb1DlewZZWFgkLNtxlQsCBD0utrfVs7W1jkyhxOB0At+P6Bkolw1mJtO8faSbYNhLrDoIAiiqhOZSkEQBy7KYHk+hqBKhiBePT3Ni3pZNqahjGialoo5l2bR21vDmK5cZGZyhqjZUCRUANLbGcXtU+q6O36JFUCiUSc5mHQlnv5uq2iBXzg3TsraGS2eHqK4LVea59VuaeOW75ygWykTifnxBN6//4Dy7DnViWRai6FRbxWuCBCNePN7bK+454QM3XnUdHqWLKt+HyZbPMZv/LsnCa5TNBZ2CG1EyRhiY+yNEQSPift+SPILB3il+8Owp9hzuJBoPMDWe5DtfOcHTnzxA85oF9s+8XqYlGEYSBZKl4vy88d7n2QiIy1b52PNshqu6hiChSFUrJFZb6ObcsnkJvZlJRgppNoea568joFsmZxMDtLnvzJMoCCIR971Mqf9U4W0ByJROky4eI+J5cJGhvbzw2AIUWaImfGsGTdu2sCki4EK4iTfCScAMYWOu6imuvprgubNU14Yolw2e/8bbfPKX7iU5l+O1H1xkbVctrFIboGQaPNd7hSfXbmBbVS02kCoV8akqj69ZR1hzIYkiI5kU66JVfKxrC39ywpEVlgWR2UIej6Iykkk7tMaSxHg2w2g2jVtR0CSJHdX1fH/gGjuq63FJMj8c7KEjHOPDnZtWlGG1bJuOcA0/s2kvLw718sLgMB2RGBti1Xy4cxN/cvw1ZgslJEEmUSrgkmTGshmi7hDThQJHRgep9wUoGhZB1U+NN8zTazeiiCKSKGLZNntrG9lVU89/PvE6U8UMlzKD1LsjeGWNi6lxtogqR6av0uarosNfh0eWEASbyUIeURAYyWfRRJmLqQnSepFmb4xGT5RLqSlCSpjzySE6ArWUrP8fd+8dZtd5XXf/Tj/n9ja9V/QOEJ1gLxIpiuqSZctW3O04rrGTOE7sxEqznVhx4pLYkp24qFAS1SixEwCJQvQ2aIPpvdzeTv3+uIMBBjMABiTl2N96Hjzk3HLaPed997v32mtZZK0SPlmj7FjkrNKS57zgRhAj6HLLvD644xUpWlcJ67vmb+Ci1VfxZp+DLreg3KUeVbYdciWTkBEiW1IYTqZZ13Tv9VvTcbg8M43tutQGAtT4A0zm88iiSNQwGMtmqfb7mcjn8Csq/akkiiTRFAqTLBVpDIWZyueJ+3wMZ9KUbJuOaAztJovpvGnSl0qiiBJN4RDXkknKjk2Vz0/ZdkiVisiiSGcsTlC7++AuCQLN/ti8zrsgCJxODuAJJhOlNAOFKcKqf4EOhOe59OcvUnaLTJZGsD2LtDVNQqtnZXAzRav3FhXBCopWL5enf37Z13OpFVfe7JkrFdzIAF4YmmAynePBtR0k80XOD06wo7sZv6ZyZWyaRMhP5B7Fz/wBjXLR4hv/9y3i1SE+9CO70XSJRI2PQ6+f5eSRy0RiId7/se2cPznA1Z5RRFGgtauKztW1JGeyvPqdUwC8+p1TPPrMZuqawzz4vjW8/M0TuC50r2kkEDaobYyhqBK7H1lDPltCUcQ50Zgboj6e5xGMaEyNpfjb//UqsiLwvo/ex7b7O3jhK0me++IBwjEfuz+wnvHhSkbG8Kvc/8Rqzh0fQvdJfOhHtvPyN0/y5b94hWDYxwPv20hTWxWyUvFbqG0MEQguvmcqhj3XB2tpniDqYSOJfsL6DkLaFoqBa0wXvsV0/juYzji3BgWWO8VQ6vP4lG4MpX3Be5cvjLJtTzc79q1EEAS6VtfjOi6Xz40sCAY0SeZcZgJNkgko6j2VOF03g+eZ2M4oIKIqq++hpU5CXqIU6GFju2k87+4OoapUw4qqzy9SQIVKRvPqzG/M8aAWQhQELNeumCbNaaCUHWuuA+jey4qqVEvC9wEK5qV5Uqjr5ZnMP0fY2H1T2VW4bdfPvcB1U6Tzf0sk8FkEYfGiqWSewnIGCfk+dNdtLftoXNfjuge3ZTnzt2Ll9eWjYNuUbLviinWTD8FEPsefnj5CQNV4pqOivHZqcpRMuYRfUWkIhrg8O4UiSTT4ApyZGqMrmqDa56cvUxm0I9riwrNHRVnrfe3dy2LICkBLKMLBkQHaXZcTE6PMloqENI36QJCemUl0SSYe8HFmepxaX4DzM5PsT82wNlGD63n4FZWrqRn++8m3CCgaH19ZEW3ZP9zHyclROiPxisCHIDFTzhJVA4QUA0NSCSs++vNTdAUr7YiqKFOlhxCAocIMzf4Eg4VpQorOYH6armAtIcXA9hyCik7znLTt7qpubM+lLVBNTPUzcZemBlHQ8KurSBZfmXvFJW9dnBuo5Ip+vNWzILr2q6vu6iamSBKpQhFZNFAliaCuUS7bDI/OUixV5Ijj8bvnmTPlEt/vvcLmunoODg3wmfWbeK7nPBFd59mVq3nh6mXWVFczUyiwu6mFt0dHqPYHKlmnk8f56S3bODg0SEs4Ql8qSXs0SmMoPB8MeJ7H6wN9lGyb2kAAn6LwYu9Vtjc04rgetuvw0rWrbKytoz26PEJO2bF5bfwiSbMy2SuCxN7qbk4me3l79iolx5zPDlxHndGG7dl4uETVGwO1X64MlkuVCCpw59on3zksd4ZM+egCu9jRZIbe8RkeWNvBTCbPC6cusbWzEUkQONU/yuqmmnsuEzS1V/Hzv/kBBIHKZCkITOW/TvdDL9P1gIKAjE/rRA+u5aH3b2DvY2txvCzjhT+i4GWIxh/h2U/vnusNL5J1XqE/dZToapun124k4fsgqlq5LxuaK51D7Svq+PFffRKbfoZSz1Mf+vH5CahoXcHf8jw/968/S7p0mFRxP1n5e5S9CA99YjNR7WkKznFmS/+FjjW/gCw2UXbGqFnzImu3foqJ4p9QMgbZ+uEiju0iSTqSb5hnPv1pFEXDdCbouP+bxIMfxPPq5yd8x00zXXiBnHkKEInoe4n7HqdkDzOc/jwe7vyEHPc9RXPk10j4nmY087+YKbw0T1S7joJ1mcncczRHfnkBf6CYLzMzmVmgvjk8MLMoW6HPPQvD2QzdsXsjvDnOFJZ9ZT4LqSidCMtkBQuCgCJVUxl9b55N3AWZyDtBFJTbCvxYziyisHQGqz1QwyvjF/ne6Ck6g7Xk7BIvjp1mR6IbQVjslXA3CIJI3Pc4k/mvLuD1ZEpHyZaPEdEfmC8PC0uUdO4VHhZl6xQl6yTiEjohJfMonre88tiyg4F8rsS3vvw2ju1wpWeUr/zlQfLZEuWieU+JJEUUEYSKwEXspgJbwvDziZUbiGg6IU2jP5Ok2lcx+WkMhPDLCicmx5gq5ClYFo7n0hyKUOsLciU5TVz3sVRpRQD8ikKqVFpWhAmQLBXxyQqSIFDjq4x0TcEIPlnhxOQok4UcWcukP5PkY93rKpafoSijuQyiIKDJMi2hCD+8ehOqJBHRDAQEGgIhpgp5uqJxYpoPv6yRNguUXYuMVaRgl+kK1jJSTC5wYfTJGiICDb4YF9LDdAZqCSoGfblJcnaZjFVEkxRM1+bEbB/rI80k9Bup+OX4ziMI+JSVCFT6fqFCVHPdPKIUxvXKFMzLN11XBb+6hrulEVVZYm93KxNpCzUcoDYU5NX9PeTyZfx+jeOnBrh/VzfGXeZXz4OcaTKRy2FIMulyZeJLl0rkLJOxXJapQp6f2XofEd2gKRymNhBElSQSPh+nJsYxbZue6Sn2NLUwmEmRLpcWOEuGNZ1kMUnC50eVJXJmmalCntpgkFVV1RwbG2FdTS1hfXmDnCrJJLQAjucRkDWG8rN4wH3xLhp8MSRBYqw4i+XeeFhDSpQ14fuW3J7tZueEhn5QpKpKqaAm8PHbizMt5166C0RRRNMXetkXravoWoTqwEdw3Dzj2b9hIlemKfwLaLpCptRHqvQGtjtLVL8fTdfxPIex7FfmyhsfQxQ0HK+Aqt3w47ge/wsCqKoMToiseZqCdZWQtGVOyfEALikMI4im7SHgq6E/+TlqfR8noK5DFlUy+UlmCi/iV9dSE/gkZStH3jpNffgzxKXHsN0s49n/i6aEqfI/gyxGUOaU93Llk+TsN9FKAcLGFkDGw2Qk82eU7H6q/M/OB91QEZQqWn00hn8Oea7eq8mNCMj41bW0x/89mtzAaOYL88/q9d8vWXyF2uCnFyj3da9t4MLJQSZGkvOvqapM95qFk2fF0ExAl+XK2HsPv6kkVWE7IyhyM66bnT+XsUIGXZQrY+Adxl5NaqgsOm5J5ZfsQW4njf5eIK4F+VTrHl4eP8PpVD+aqHBfvIudiW4K5r0HA1ApuSZ8TzGU/jzXSbqOl2Uy9xwh7b65Z0tYkt/xTmDZQ0ynfmfJTIPjzBL0f3RZ21l2MPD+j2wllayscLpW37iJqmpCCPfQk+pXVNYlavjypTM80NReqav6A1iuw1QxR9mx51P59YEQ72vr5n+cOszqWBUT+Sy/vGU3IU3n8ycOMZrLENF1BrMpuqMJCraF47pMFnLzhMKgqrGrvoWvXz2PKknoskxbOEpMXyxmMV0scHhsiO/3X+HRlk4KtkVDMMSjLZ388ekjrIxVMVnI88tb9xBQNP7wxFvkLYuJfI6n2ldyeGwIx3NRRJGybTNZyKOIIpokIwjQEYnzYFM7X7p0lvWJWnYkunA8FwmRRl8cWRARBYGV4YY5FfQKmnwxrk+6ncHaeRfCrmAl3d7sT6CIEnurVuHgIgvSXOoLSo5FQF5GvRIBQ2lDlsJz0qBQtkex3GlkKYztJinbN2RXZTGEcV1s6A7IlcpcGxuiJV5LplTmwsAEXtHkqSfWI0sSfQPTXL02wbplLLZjhsHW+gZe7L3KibFRJvI5bNelP5XEkBUius5AOk34lgxRSzhC3jSZKRaIGT5EQaBk2wxn0jSFbqQntzc00hAM8tK1XrbU1RMzfGysrSNuLE/4ZNG5W2WuZidZFa7nTHKILfFWziZHqDYMTiX7UCWZvF1mV2Jph7RbUbL6yJuLU53vJfLWBYp2PwF1zfxrfZNJXjlzlYl0lrFkltfO9SIKAlPpO2gxvwOoUh0BtSL+VbKHyZaPUzG/qmREIvpuSvYAJWcEn9iB6UwwU/g+zZFfWTbJVBFj+NWVZMpHCWqb5tv14r73I6AgSyqa14AoGGhSPYp048YMahtIl94k5nts/jVBqHTieJ7LbOFlVClBSN82/77rWaTLh4kbj1O0r2E5M6hyDUXrGpny27TH/h0+ZbExhyT6CGqbFux//j2C1Id+ioJ1hWTx1QXvlexhCtaVBcHA6g3NrN6wtM3xzciaZWzXoT4QxHbde2IMOG4KUYxhmmdAkFHnJLGPT47w4tBlPtC2mp01LfhkZckxQ5PrkUT/Is5LyerH9Uo/cLOiz3Y8hO25iAhIcyJgy2MrLIYgSMT972Mq//UFap/p0ltky6cJ6zsrrsPcfVxeDhS5jVjoF5bMDBRKr+Esg0cE9xAM3OxudTs4rkvOMilY1pxDlYJfURG4ocEuCALPdK5m/3A/pybHqPMHaQlF2FLTwIWZKSRBYEtNAw2BEGFNp8YX4Kn2laTNMrvqWwhrBpok8UhLB6bj0BgI0xAI0RAIkdB9FG2bU5NjdMcS9MxO0RAIsbmmHkkUODc9gS7JNAcji469fm4b19KzfLBzNStjVZybnsByHCRB5MGmdpKlIvc3tlFl+BEFgUdbOgiqKu9vX8GKWIKgqlGwTCKawZpEDccnRpBFkYCq0RSsGK2EVZ1N1XWkzTJhTUcSZTzPQ0bC8VycJVZesiAizZFDVEHG9TwKlkXeMnE9D12SEVWxwk8QZAp2mUuZURzPZaKUZmdied7aqlSDJtXNBwO2m6JkD2EoHRWL0ZvEK1S5HlW6e+3fA2zHnf/neh6zs3m++o3jAJRNm+bGu0cCoiBgOg6nJ8aRRZFMucyPbthMwbbonZ2hNhBgX2sb+wf6iRsGV2dnSJVKbK1rIKzpNIRCDGXSbKqt4+BQP5bj0nFTut8DTk+MM5xJo4giflWl7NicGh+jK55gdaIKv7K0HfTtYHsOJccmb5cp2CZJs4DtulTpYc6nh7Bcm43RNuLaMmx257sIUrdcF42AuuGu5Zql4HhF8uaZBSqPljNDpvQ2fqWi014fDWGoCgcv9uPhUR8LcfhyJShsTEQIGzqQuc0e7g0le4B06SCOmydbPkHMeASQcLwMOfM0dcEfZbrwHbLl4xhyO2V7DBDm7LNNLGcWEFCk+B3EaiotmBPZv8Xx8pTtEWw3S0DbcNfAVpMbEVFJFd+Yy4rdHZYzScnqpynyi4xm/py8eR5FqqZk9VfUO+VmXK+I7aYQkFDmpKQtZ5qx7BcQBQMBmbjv8XkyryAIyGKY6sBHSJXeXKBN4HolitZVosb9yzq+m1FybBqCYQKKymyxUMkoLpMZLiBhWudQlZW4bm4u06HwcGMnEU3nW/0XeH2kl2fa1tARis+RJQUCilbJpkq1KFLV4mDAHsJ0pjDEH1wwUClXC6jv0lToZhhyC3Hfk4xk/pTrmTzbTTGVf46gtglJMOY6KG4tjdwbBEHHp+1CkduWHAM0deMcj+PuePcMBuZ0/jMpnrt4nkMjQyRLRQRBoMrn46GWdj69ZiOGolz/MPsH+3nu0nk+unItT7R1IQgCn1hZEfCwXYc/PnGUVLnEL23bjSAIbK9romhZfPHsCV66dpWf37KDbbWNfPNKD1+/3LMoDS4AT7R380zHqvkHfEtNA1tqbm8a0RQM8xPrt+F4Lj3TU/zHQ/s5OTFK1iwjiyJ1/iBPd63kme5V89yDLTUN/OXZkxwaGaQlGGVLbf38/n5sbSUFOZRN8zfnz3BkdIh0uYwoCMR0g4t10/z4hq3EDR+u5/HFMyc4ODyw6LgkQeDTazfyYEslGMuZJt++epHv9F5iPJerpKAVhfZojB9dt5kN1bVIgshkKYNf1mgP1CxIQ98JkhjEUDrJmWeAysBSMC8T0fdRtK7OG3EA+JROJPHuk5hfU9m3sp2QHmI0lWFFbRWZhgKTUxmaG2Nkc2Uc5+5p74iu80PrNpAvmiiuQCTiQ3ZFcoUykUQ92WyJhkCInfEGdCQ+tHJNRZCq7LGnuQVNlmkIhghpGq2RaOWaFF3OXxwhHq2Uo9pCEeoCQXRJZmYiy85gA3VVYQxZ4cq1SdoIIZmQShcQRRHLsrlTcB+QNdZE6ik6JivCtTieQ3e4mtlylg837cCQNHoyw1zLjbMucmddDcfLkyod5NYSgU9ZRXfV5+fTyfcCy0lxaepnyJmnb94T6dIBagIfRRL8rGqs5l9+aLEPxnUoskTJXl5d924oWr3MFF7E9Qo4bh5JDAAeBfMqtpuaz0aligeo8j+Dh4mAjCAoFK0+htJ/iOXM0Bn/T3Nud4uNoARBwK+uwvVMSlYfOfMchtyKKlUvPqBFEIn7n2I087+XZUDjeR458yweIAl+NLmBVOlNIsb9uF4ZQVARBIls+RSjmT/D82w6E783vy9R8CEJvkr9f4m+fZ+yAkWMLVCTrNTZJ5ZdEl2wzZspg/fYRCBJ1WjqVhxnBM+zEebS+oassLu2lXXxOr509RS/eeR71PtDiIJIjRHgVzfuI6b7kKUIPqVzkX6G5UxTsC6iyy3vSMXv/x0kEv6nmM5/c4EQUqp4gLx5nqC2BVF890prohAi5P8ktyujaMoaNOX23jE3410HA57ncX56kn+9/2WGMmn2NbfxZEc3luNwbnqCkWxmAYO/aNt8/fIF3hjsRxElHmhpw5BvRPGuB+emJpks5LDnJjHbdfnGlR7+6uwpfmbzfdQEKnX8/nSKwyOD7G1qJXSLboBPufd6jOt5HBwa4HcOvkbZsXmwpZ32SJScaXJ6cpypQmFB+n62VOTrly9wYXqSlnCUTTV1Cww+UuUS//bAq1yaneaJti6aQmEKlsWl2Wn6U6n58quLR8/MFCcnxtjb1IIu3fhZREGYJ/Y4rstfnz/Fn516m50NzexrqjiQDWbSXJqZpmhX6m2qKLMx2sJYMcVoMUm9EVlS7PNWVGqSq5jKi1QmHa9CIvTK5K2L3BCpESr96Mu4fYqmxanBUaqDZXpGJwlrGjNXkgQDBucujGAYKrvuu7vSoiSK1AaCTJaynLowyK5tHYxNp5mYSGPbLmd7hmn7kThXL03Q3VFDa3OCickMh0708sH3V1LPUaPCUYn7fExMZnj59R4626tRFJmeS2Ps2NZOQ1WIU2cG6e2fQlEkVEtgYiqDokhUxYP09U2RL5gUSybr1zRyG3dtADRJ4f6ahUIzjudyJjnAi+OnsV2HqBpgb9Wq22zhBkpW35xb5EKE9Z0oYuKOzO3Ba1MYfpVw1M/UeJq6xhjpZJ7kjEuo6r5bggHImecp2QP41dVcGZvm+bcvzBOIXY/5e1xXZT61ZyPB92jRFjUeoCH8s4DHbOH7jGb/goC6jnTpLSwnyVD687heCdOZoGwPI4vhOV37LIbSTnP4l+id/U0mBseZuJRi2+MbEKTFE4gixvCpXaRLhyhYl4kZjyzrXgbwqytRpATp0qG7suU9bFLFN7GcSQZSv4fjpnE9G8uZQZZiOG4Oxy0SVDfQEPpZBlP/eZ7spUgxagIfX7JMcB2SGKwETLfE+jd8OO5t8ozqFZLvxdkpovqda/y3wnGnKZZewvMK+IynuT61OJ7LcC7Ndwcu0pOc5MdWbmNdvA5REFBFiaB63SdCJahtY6bwfW4OeD1MksU3iBoPL1ua+B8Crmu3xHyPztlWVwZ7y51hKv91Ato6JMHgTpmBsmUznclTGw0iiSKm7eC4LoZauQ6pfBHLdkiE/LheDs8tIArBOa0BAc9zMO1ePK+Iri7tO3Iz3nUwkC6X+YOjbzKSzfDbex/mkdYOVKkSpZiOg+W6838DDGVSXJyZYkdDIz0zkwxn0nTFbu9F7nkeh0YG+ZOTR3m6ayUfWbkW5SZyXVDV+KVtuxZt453EkCPZNL935CCCAL/30JNsqaufTwsXbRsBFgQ2PdNTTBXybKlt4PBoJSOS8N0YGS/OTHF8fJRf3b6HT65ejyyKlW4M16VoW/MPwnXUBQL8q10PUOVbOLpe32fGLPNC72W21DbwuX2PEVQrBCXX88hZ5nw9ruxYvDV9mZlyjlWhBgKyfkdvgvlrNrfaEAVj3kClZF3DdKYWROyiYOBT7iw2dB2SKDCdLZDKe+zobOZIzwCO49HWkqC3b5J1axrxB7Rl24v4DJVMpsTz3z1FPBYgHg8wODxJOORjYjKN63jzIh0e3gIZ2JvRNzBNa0uC+7a04Xlwvme00tLlwdBokg3rmlAVidfnhGU+8aFtaJrCqbODvPxGD3t2dNJYH2X2HguLWavIhcwQj9ZuQJcULmVGOZ3q5+Ha23sKeJ5HunwEy00ueF0S/ET03TiuRzqbJxb2LWiXyxdNUtki504NUFtf6d556dun+NSP72NseJaL50Z48EO7GM/+zQLDnOulAp+yipChs6qhGs/zmEjnOHixnw9sXY0iifdkYbx8VAbHSueShe1lyJonaY78EiH9PjzPpj/5OTLlE8R9jyOLEZLFV6nyfwhJDCAgMjU8zdEXptjy6PrbdDxLhPVdjGb+rOK6qa2/zb3szbec3Tg6hYTv/fQnfxfpLqlry5miZF+jLfqvMdQuHDdPX/J3yFsX5ngCDunSW8SMh+ayIDcHFx6eZ897m1RW2rfK+HqwhEJfZdK88TnLspEkEfEu3K7JQo7JQp6gqjFZyN+TzoAkVhPwfQTL7sVxxlDkNkDh4Fgff335JJsSDfzzTQ/MZQUWb7MihrUVRYzdon9RqbWX7SF0ue0fVXZAQCbhf4aZwgtzGhEAHsniq9SYH59L69/+fIan0/zpi4f5rY8/QkDXeLOnj6HpND/y4BYA3jh/jZHpNJ99xMds5r9hO1OoShfx0C8hCkGyxefJFr5GyP9Dfz/BwPHxEY6ODvMj6zbxWFsnyk0TvybLC7Konufx9tgIHvCxVev4z4cO8PbYCJ3R+G1/5CvJGX7vyEHWJqr5yY3bMORb0mUISKKIfI/GGrfC8zxe6b9Gb2qW39z1APfVNy64aW/NNDiuy4GhfuKGj4+tWst/OnyAnpkp9hg3BuSybeN5HtU+//xqqmJlKi0IkG4+F/kO52K7LiXHIaob+JQbRBxJEBaQ5mRRYk24icH8NGOlFBl7+TZAutyEIsUoz1nDlp1x8tZFSvbw/GdUKYGuNC1re6oss7WtAUMJEDJ0NrbXM+ROMzyapL2tiqmZLAG/dlvXwluhqTL5QhlJEhkcnsEwFIZHkxiGwuWrE3ffwBxkWaSYM/G8690WN4IGSRSwrUrvt6pIlMsWtu2iqpVgoakhytR0jmJpeSZUC/YriNiuw0hhBp+sMVFKEVfvXG5xvQLp4uISga604lNXYFoOX3nxJJtXNbJldTOCAL1DMzz/+hlWt9fieWDbDrblYJZtbMvBtivKen5lJbrcTMHquWnLDqnSQaoDH6U+FuIDcxbGV8emGZhK8tTWVQuCgMK9X4ZFEASZVOkgljOLS5myPUyV/1ksZxo8j5C+DXXOrz1qPEi6dIgq/weoD/0ThtP/k3TpSKVPHA8BjZGrE3z/i68j3uKfIEoimx5aS6S+Uirwqx1zbW2V+yBbPkayVBH4mcx9hbCxh4i+FwRxPnsQUNdiKB2U7AFuHswFQZ5v6bvu4yGLUfzaemQxgCfGCWnbyJTeJqzvoSbwaSZy/5fZwou4mIiCVmGECyKWM8NA6j/NK/PFfE9UjuMm2E4K27s1zBdQpcSCUv/Jw9eYHE2x48GVxBPBReI019EWjpIslyhYFhur6xZkQe8OEVGMoqlbKJWPVkoFgkJc9/PLG+6nM5yYH9euL4jSZpGIZswv7gylnaC2idniSwu2XLZHmMp/k6bwz/MeVbb/XlApSa0kajzIRO5LXB9jTGeSqfzzFWMwhNsyBmzXJVMozWeQZ7JFRmZvtBWXTJtsKUsq92UUuZ1I4CfIl15hOv05PM/EwyYa/Dl82vL4I+/qyl6f3GVR5OHW9rtOyCXb5o3BfrpjcXY1NNMZi7F/qJ9nV6xeUCq4juligd8/+iaKKPEr9+0hbtxb6upeYDoOR8eGqTL87G5sua040XUkS0UOjw6xpbaeXQ3NxA0f+4f62dXQPD/xN4cjRHSd5y6dpzuWoDkUvmc3sJsRVDW6Y3EOjQzy5vAAO+qbUCVp0TVxPJdruUkmiqn5tsTlQpHi6HITZXsIqAh2pOcG6evQ5BYUcXl9yLlSmdlSGr/mUjQthtMZ9u1eQSpdoG9gmqHhWUzr9nkBz/NIFisqij5FJVUu4sgetY1hTp0fZDyZZcP2Fta01fHGW5dAEnjr7V7O9Y2xorWGi8MTfPmF42xZ00w44cenKOTMMsEaHxd7x/nuS2dpb6lklV558yKN9VGaWxLsP3YVWRbZtK6ZgdFZvvj8Ybobq5B1iaa2OH5Z5fLVcRrvwKs1HZvhQpIGXwRVlCuDg6xzf/VqTqf6MR2bkGKwKbbYm+NmlOx+8mbPotdD2nZkMYKsibxv72qee/k04zNZPM/j9KURHtzWxX3rWnn1u6d5+Tun8Pl1RgZn+ML/eJlspkj3qnoUKU5I23JLMAB58xwlexBDWYHjXidAubhehRBqiZVg6W73s+d5nD7USy5bpLYpRlN7NRdO9LN6UwvZdJGr50eob4lT1fIsQW0rruNy8s1esHfh795C0pyhqv4XUMQ4hVyJS2eGWLX1AfLTCQ6fukiipgHP+aco0ST5TJnOlevplQvkMwcYvDiyaDUsySKr7utEEWtpi/1bZDE0p6NhYlunEZxB/GIQw7cTUa4F6zSW4BJSN8x1DWSxzbep8+3B9vZgl15DUNfguTkS+mYEPBy7DwQNn9pNk/zP5pnwgiBSHfgIljOFgEjc9xgBdTUle2SuT74eRYwiChptsd/CvUlAx1AW3iPX+Qi2szBbJAgqutLOzUHKirUNpGZzfPULB1ixrpHVG5uRZQnDry3QGvApKrvrm+e2c48S826SUvlwpTXQM0GorF7XRG94xZiOw0Qxy6npUY5MDGK7Lv980wPznV2iYJDwP1Vp9VygmeEymfsKUWMfAXXjP7LsgEqV/1lmCy9huTNzr3rMFl6aKwG9u0Ws6+Vw3BmiwZ9FU7qRpWrGZn6akP+jBH0fQRJvv9C+Fe8qGLBdl5FshrCmU+sP3nWnQ9k0F6Yn+bH1m4kbPnY3tPBX504ynMnQdYvIRdlx+OKZExwaHuR39z1KW2RpZ668ZfKXZ08uaP+SRZEPdq2iORxZ9rmUbJvxfI5qv3+B/sHt0DMzxVguy89v2UG1P8CW2noOjwyRLJVI+CrH0hyK8BMbt/FHxw7zky98g8faO3m4pYNV8Sp0WV50PlOFPH968ig+5YZAhl9R+fCKNSR8PjRJ4p+s38K/PvAKv/bq99jT1MLjbV1srWsgdnONz6sY3rjvgKV6vQSQLlV8EDyvPOe7fiMf7ldXLpu9LggC16ZmKVtp/JqKLkl89fnjlEoW2VyJfbu7Wdldx8xt9HIcz2P/YB8eHlU+P+O5HBt3tJKySsSlGLFwmGmzwMnUOF6ziigISKbHrGdh6h6RtRFmsTiTmUQuSRiKguO6lGybJx9fh1t28fs06usjfO/SZSakEk1VCbw2FVsQuOgkyUTKqD6DKcVE1iQkQWBjezMqIkXv/NIHPoer2UmOTvexIdpIlR5EEkROJK+Rt8tIgkh/for63DjrI61Lfr/SRXAUy11oVy0KBhFjD9cHk6pYkI8+tomvvniSwfEkP/PxvdRXhRAE2LVvJStWN1RsbB0XSRKRJJFIPABIhI1dTOa/umAANp1pMuW36Z+I8JVDZ3Fdr+JNMDHDf/jaa0iigK4q/NiDWwjfQXTIcz0GeyeoaYhx9dwIqipz/ng/0USQK+eGaWhNICsyutyKobRhli3SIyINrQmuXahkehJVnQiCxOjAOOeP91PXFKfnkMrabbWEYwFe+9Yghi/K5t3d6HIYQbhM16Y2fvxzn0SSl8jAiZV0+83tk65bwrUHMNS1aM4InleDou7Ati8jCAEUuQlBEHHsITw3heyZGNo+LPMQnmdilQ+iSHV4Xh6rPIZqPIsuLSZ1qlIVqlQ1/7eutCyQ/AaQhSBh/fbmMpWV9QyT+ecW9eWrUjU+ZWH3UDjq56H3b6C2IcpXv3iQI/svoesqux5exX17F7Y1vpuJVlE6MK0LiGJ0nkBoey7jhUoA8PbkEJdSU8iiyKe6NrE+Xrcgo1mxAt5DUNtEunRowbZNZ4zB1B/QEf+PaFL9P5qAoJIdWEvY2Mt0/hvzr5edUWbyL3C3ToJC2eJM/xg+TWFoOsV0Os/JaxVC4vB0CjwHPAfXzWI7Y7heHkmKY2g7AAvHHUcUgoh3cJa9jncVDLieh+nYlfrhEmnvm3E9i1B2bDZU12I6Dhtqaimfdjg2PkJndKFNcV8qSdm2USWJg8MDPNTajl9ZrCJVdmzeHhteQLrTZJl9Ta33FAw4novlOBiadtcMh+O6HBwaIKhqdEbj2K7L9vpGvtt7mYszk+w2Wubaf0Q+sWodndEYX+k5xzcu9fDlnnPsbmzmJzZsZVWiekEGImeavDk8iHLT/mOGjyfbu4BK+WFddS2ff+T9PHfpPC/39/LqwDU6I3F+dH2lTKNKMrbnEFeDrI+0IAkiPllbFmegAhG/umpOAKSyMrFvqlVXSIZ3Fxu6jqCusqurmasTeXyqwqraKvqlKUbGkswm80zP5sgXyrcNkD3PI2OWcT2Pan+AvGUSCuhUiQE0Ra4w/Udn0VWFWMhPQ7Ai7GQ5DgXHRg0o1AWCFG2LzTW1nJkYpz0aw3Ic4kE/zGXoVVcmFPVhuw4OHppPIWuW8cwyJccmEfBTdh06Y4m5dkGTaChM6Q6t9ooosauqk9cnLvHc4AnqjQj1vhACArsTKzmV7GNX3UouZoZvGwy4XpF06SC3ssR0uRm/UumWKZZMvvj8EcZnspRNi3S2yF8+fwRJEtmxvpXHdq5ksG+Kt16/SC5bIhDU2XH/Clo6qucHK01qoGj33rQHh1TxALHA4+xZ2brkkKVIIgH97r3Stu2Sz5VwXY/eC6PYlsOVc8OYZRtVUzj51hWqG7Yhz03ctuVQzJXnyjeV+8x1Pa6cG8a2HHp7RrFth5rGGIoqUy5ZmGUbzaiUzoKxAO0bmhFlaVGZ4HYQBB+Ssh7bOoUg6BX1PEGlYsPrW0AW9DwLRduJIBpUBnMRUW7EsfsQxarKMXsFIITjFsmbZyvS3VICEN/VRHZduXAk/cdkS28vej+s7VjU6TA1kebAi+eYnsjw9Ce2072mAUmWKiJM7xFcL41t9yGJNTju2Hxr4fcHL/FnF46wIlrNo41drI3V0puZ4YnmFUtaq8tihNrgZ8iZ5+dN064jXTpE3+xv0xr9jX9U/AFR0Kn2f4hU8bWb1ENd8taFO35PlStZ3z/+3iEEwHJcHNfjD57fD3N/P7gugusVmEr9JoIg43k2jjvFZPJfzIsQhfyfIuz/5F2P813dDaIoYCgKZcehbN/BFo/KpP3GYB85y+Q/HzmAJsmUHZusWWb/YB/Pdq9Cv6lUEDcM/v2+Rzg3NcGfnnybXQ3NPN21clH6PqIbfG7fY3REbmLdChBYInC4E2SxIkhUsm1M18G4A3M1VS5xeHSImWKB33zjJSRRJGeWK+cy1M+uxuZ50pEiSeyob2JzTT396STfu3aFL/ecoy+V5L8/+tSCgKU5FObzjz5F4qYshyAI80RBqJAJWyNRfnHbLj61ZgOHRgb5m/Nn+K39ryAKAk+2d2N7DleyY2TsYoWxq9whl30LbjgYBpY0vZHEEIbSsewH0bRdLo1P0hyrIVUo0j+TZO3qBrZsamF2Ns/Va5MMDM5Q03r746kLBJHFSrEjpFXKHpJY6bIwFJnVieqKxoVpMpBO0hSKMFssMFss0BKOcH9zKxempzg9MU7MMCpZmZv2UbZtzk5NIAiV4Ovc1AQxw4cmyyiiSM6UCOkarucxlssiieKyVAhLjsX3R88RVg1+bsWDBBWdWTPHVwffomCXGSsmKTgVm+nbbsMeIG8uHjSC2tZ5j3RVlXn6gXW4rsvNQZqHR9CnM9g3xSvfPcPeh1cTrw4xPZnh1RfO4AtodK2sR5WqCWgbbgkGKqWC5kiSR9avIGVOYbll4lod4i1WuXfkDAhg+FREcU5z3/N47CPbuHxmiGDYx7WeURRVmj9qQRAwfBqiJIAg4bouZ4700tRejeHXeOwj27hybphEbYQ3XzxHc0c1tY0xahuj9F4YZeOuThq766lpqWL48igDPSPkUwV8QYPmVfU0dtUzmy/SNzJDQ3WEofEkPl1F1xyu9B1hdXs9LfUNuM4IyXSSy4MW0ZDLVKqXSNDAc/MkM/Ws66pmcvYKhuIxnZ4hEmonnxdI5xTi0WoiwRkGJ0rUVzsk3d/F82zC+k4i+m58ajeKlEBAXfZzVJFeLlOwLjCa+QtmCy/PB+vXoYhVVAc+soh1P3RtilhViEc/sJlASJ+XQ74dufadQJbqcZxJXDeNpmyYF9Rp8IdZHa0hY5U4MVVZ0ZqOg+26iOKthMg5K2B9L1X+ZxjP/g0Lg+CKwqLpjFMf+nEi+l5kMXzHro7KdTPxlk1Rfu8hCAJBbRMhfSezhe8t+3tNiTC//2NP3VFBVldBldrw7iBFLt8kQHUnvKtgQBZEmkMRXu2/xkg2Q2MwdNubeyiT4dzUBBur62iLROdflwSRs1MTDN1SKqjy+VkVr2JFLMGhkSH+7NTbrK+upTUcWbAPEYGQps23jb1T6LJMfSDEsfERpgv5RSp2N+PizBSDmTTb6hqo9t9Iv1iuO6ezUFpQthDmJIq7Ywk6onGawxF+a/8rvD02siAYkESRiK4v61wkUaQuEOTZ7tVsqK7jp773Db5z9TKPtHaiijI7qrppMKIUHLMie3wP10KT6lClmiWDAU2uQ1uG2NB1lCyLfMnEcV0kUaR3dIZUf4bHHlpDbU0YD+jrX1r20/MsZgpfoyVUiyRU3MR0yaJoygieQkj1EIGmQOXae3jYrosmyUQ0k0BAxQMmcjIR1UWN6LRFP4UihhasdGVJpD0SY02iGkkUyZpl/IqC43kI3OiKCWkaZdtGFET8y2hddTyXZn+MLfHW+SA2pgZ4umEb1k164dHbBAOe55Epvb1A7AlAEDQixl6u9xZ7nsfRswPs2dxOdewGGbHn2jipTIGpqzNs3tHB5h2VIK6lvQrLtLl8fpSulfUIKET0PUznv71A3tZ0psiWj+FTujHdEm/Pfp+oWs2q0A4iyp3bGQFy5VOMZD5Py44iZtmiLqBXVjiGSv1mE0mW8GWLqJrCSO7g3LlA+54CtuUQCBvYpk2xYCKFVrC97Rl0QycaD6CoMtl0AVVXaGhLoKoKZnnONtZ2ePEv3+Ctbx0jnAhhBHRK+TLf++LrbH54LR2PraNs2ogCDE0kWdtZT208xpXBTdRWdyPJCrKykvMXemms6cLQFE5fvkp1LMjAGFhWgqGJFFcGIRHdzPBECr/hEQ6sRFcVdD3E+WvTrG6PEgrmmUmWKFpXKFg9TOT+Fk2qw1C68KurMZRONLkOWYwgCcacXn2ltdfzbByvgOVMkrcukym9RaZ0bBHbHiq16drgp5YUT1q1oYkzx/p5++BlNu3oQNMVjh28jOHX2LZnYetrZeJx59z/3LmOhqVshD0cL4/jFhEECQEJTd3GrR0PGxP1rI7VzJcK3hzvZyiX4nPHX2V3XSv76tvRpIXTkCjqNIR+iqLVO1+uvHm/efMcvTP/goC6jrC+h4C2FlWqQRIqY67rlbHdDKYzQdG6Ss48Q9Hqu+O9+oOGKPio9n+YdPHgbS2pb0XZcphI5VjRUIV8mwyX5zk4bjWL+ksX7Ht5vb/vKhgQBIFtdQ184cwJvnftMptq6ha4wF2H53kcGxumZNv88n272VxbP//esbERfu7Fb82XCm5FVDf46U338Ysvf4cvnDnOv9i1b0my4buFIopsr2/kpb6rvDbQN2flufgHcDyXA3Mlgn+164EFk/m3rlzktw++Ss/MFLsbmpeMemVBoCMSQ5MkMmaZd4vKyjlAtS9A1izjeJVJMWMWSJZzTJezbE903tM2ZSmMrrQt6Y5nyB3L9scGCOgq2zubcByFkKHREAhy6tgA5bKNriukM0Vy+aWvg4fNdP7ri14vW5C+gyfP9ZJI8ZYxTJObEYUPoEjRBa9LgkjspgDsVvlh3023260D151Qdm3enu5f0ApbrYdo8t++lfZmuF6RVOkAtz7omtRAQF07f3+VyjY9feM8sG3h75wvmpy9MkqVLTHQO0n5pu6HseFZdKOScRIEgYC2AVWumSeOVuDMCfx8iCqtkYdqPsG13Blenfg7omo1uuSjWmumXl+6Hpkzz8wLWKHdlEG4+b9y5fRmb45WxbnPX/+NddClh9CMZyuZgznSWzSxsAvDmJPdHu+f4sQr5/jJ//hDNHbXIUoirusx0T/FF//tl+m4rwM1pHN5YApJEtEUCVWR0FUFVVlIyL2+epZlCVWW8FyPdK5EdcyhbNmMTaWRRIHZdIG6RAjbcedXckv50LtekaJ9jaJ9jdniiwjISKKvIjAk+isdBUh4uLheeU6LIIvjFbndgC+gUBX4ILXBzyxpyHPh1CBH91+iqjbM3/3vNwDwB3Qe++BmitYAefMMtpvBdjM4bhbbzc7tM4vj5inaiydSx83QO/ObKFIMSQggi8E53YMgshhCFkOoUg0hbRuapNMciNDoD/NYUzeTxRynp0fpSU6wrbpp0TMlIKBKdbRG/yW9M//yxj10y3XMlI+SKb9dsTkX/Ahz514JYEq4Xmkue/LeZUDeKQRBIKRvI6RvJVl8fVnfGZlN8yffP8TnPv0kQWPpcpzrpplK/Ra2U+n28jwT8BCEG5+vlAk+cdf9veui0cbqOvY0tvCNyz00hSI807WSkKZXWmssE8fzCKoarw/20xKO0BWLL6jJd8fiNIXC7B/s59nuVfMGI9chCAKbaur4xKr1/NW5k+xsaOaJ9q75B9bFI1kqMlVYWLw1ZAW/srQO9lIQBIEHWtp47tJ5/uLMcap8fvY1t+FTFFzPm1cidD2PwyODrKuqoSEYWnAuG2vqCKgqBwYrXQUj2TSW41Lt91daCT3IWSYv9/fieh5d0YWkSdt1mSkublwPqCqGrJAtlxnJZaj1B/EpyrxE75HRYXpTs3ywaxWaJGG5MFPOEVA0OoI1OEv0It/xWqDhV1Yyy/dZ+CAJFUe7e7htZFGisyqOJFYmW8d1mRhK8eVvvI2hqxQKZR7ed3fRnX+syNtlxoo3ZjpdUqm/w+dvRskeWuCLfh0VzfobJDRxrlWsWL4x2XueR65QRhAEVq1rrFiz3hQMBEMGbV03MjyaVEdAXXdLMAA58yxle7giSe0UydsZVFEnrCTQJB+GdI+WhX8PyGcK+MIG9R01KFolkpOAmtYqIlUhJkaTVMUaaaqJ4p9SKZYr8umdTYl52W+AdZ11XB2aRhIF6qvCFMoW3a3VGKrCVCrH4ztXUSyZpHJFBATCQYOxqTSu67G+q47B8RSSfKf0tIeHNVdHTt9pcXdbSEKQ6sDHaAz/DLK42AYYYHwkye6HV7NiXSN/8p++y74n1rFuayuqKjOW/ToDyf9806S5vInTw6l0oCxZIqoYHvmUDlZVf4GCFea1kV7OzIxhuS71/hAP1nfwRPPKBfyom1HRPFlFR/xz9M3+LpnyEZY26PLmJ/5/6JCEIFX+D5MuHV1AyL4dPK+SHShb9m05eZLoIxb82fnzzxa+hodFyPfx+c/I0vJGnHcdDARUlV++bzf/7k2TP3z7Lb5x+QKNwTCO5zKWy7KvuY0Pdq/i7NQ4z3StWpR+D2s699U18t3eSwxnMzSHIov2oUgSH1+9jkOjg/zpyaOsraqhMVhZnaZKRX7jtRfRbrlYH165hh/fsPWezqXOH+TXd9zPv3/rdf7NgVfoiMao9VfIZ+P5HJ9Zt4mmYIiBTJqPr16/SCugPhBkbVUNb40MkiwVea3/Gv/r9DGaQhGq54SEBjMphjJpPrpyLZtrF9ZyBjMpfv7Fby3QvxdFgZ/bvIP3d65gJJfhF1/+Doas0BAMoUsy08UCl2an6YzG+MTq9RVJUUFgZbiemBogb5cwJJWlEn23w3XJVlFQF+jWi4KBX13BMuOrJSGJIrt3dLJqRR3FkkU07CMQ0JhYXubsHxVUUeb+mm62V1U4G57nLbvD43rPu3VriQCFiLF3QUCmqwpdzdX8zXeO8b69awgFdEYn07z41kU+9MgGOlbU0d5di227zExmuHR+hEvnR6iui9zYrqAR1ncxW3hxQS3acibJlo+TckSOz75Ms38VD9d8EkMKzAfaBevqO71EPxAkGmJkZ3N874tvsPGB1eh+jXLR5MKhK4xem2TbJ3bR1VyN7TgEAzrRoI9i2cJ2XabTBXyaQq5YJlsoo2syVdEAbQ1xPM9jKpUnHvYRDhr0Dk9TnwihawqZfAlNlVnTUUs6XyKVK+EzVAIGzFhhrqf+3ytcdw2tC/0YMeMRRFFfII50M2zL5dXvnubk4V7GR5Mce/MKZ4/3s3lnJ1Ur3LmOhPdy9Vw5T8+zSZslPn/2NBmzzOaqBnRJ5lp2lv9w4lV+Zu1OdtbcXob7ekDQlfgvjGb+nKn8NxaQmd85RGQxgqG0825b++4FlW6JXXOGV4fu/gUqHQO/+dffu20L74PrOvjIrhuCZUXzCJ5nYmj3NvfBexAMCIJAZzTG7z/8JPsH+zk2PsJssYguy+xrbuWR1g4UUeLjXevw5US+e/AC7Q1xXNdjdXstZy6PskqJc3BK4qsvnuKB1R1sDtZSMCx0WcF1PQ6d6WN8Jst9Uh2lkMvfvXyC1VXVNAWCPBprp6E6jCJJ9A5Ps6G7AUEQWFtVg+d5nL06xsDYLPVVYdob4rx27AqSKNLeGMe2XS72TyBJIhtXNNDVVEW7EeGnWzZzYnaci8kpSopFIVtma6IOcdohbRX50ZUb2RCuQRAEUpkCfcMzREM+6qrDbDfq6SkoFIomLVKYtUKCmXSRy9OTxCN+mtUwn7lvE01SkIGBWdqbEyiKxPs7V9AZjWNaNiMTKVrqYwyPp0imC2hlkelkjqmhDO+r7mJSKHD8yjAly2ZNSy3P1HbzQ9s2oViVG6bkWByavkJU9ZMy8+xMdN2zIqMutyCLkZuUsyoSqZrcwjvTd7wBSRKpStxZaOf/D/DLKooo8bWB46yPNjFj5vA82FF1d0Kn65VIFQ8sIompch1BdWFdWBDg/fev5oWDPfztC8exHRefrvDozpVsWNFAKpnn3IkBLl8YYWYqSyZd5BOf3Ut7V81N2xAIaltQpASmMz7/uodDsrSfmtAedld9kKhShTs32Dueg+2++1LXe41oTYSP/+rTfOtPX+bg14/Ovx6pDvHMzz/OxZk0hUtDVEUCDE2mUBWJ01emSUT8TMxWCKJTqRzNNVHGZjJ0Nt3Iwpy+MsLeje1IosCVoSkiQYPTV0ZprA4zMJ7Eb6hMp/JURf0UShadTc20x/4dqeLrpEpvUrR6sd3ZuTr8vU3AAjKyFMWvrCHuf4Kovg9Fqr5r9nP7vhW0dVfGq/vuv9FKWFMf4c6073eP41PD2J7L79z3GGG1shB0PI8Xhy7zfN95NiUa7lj2rYi01dES/efEjIeZyH+FTOkIpjPF8lMpIqKgo0oJDKWTkLadkH4fPqVzvgXy7wuyGKHK/yGy5RMLFlq3Q8in8+C6TvTbdH501CxP72VZx/ZebKRiSuTnQytW88HuVbiehyCAKIjzysttZohAWKW7pZpUrsjFgQlWtdVw/to4+7Z0UvtIgIHRGVa11eBdqyi96bKM47r0jc6yeWUjD8Y7KZZtXjp8kYbqCOd7x/jJDduYTGZRZYkH1rewbfWNWn2+WObQmT4e3b4CQ1fJF03SuRLv37Man67ieh79Y7NEgwaNVRGy+RKvvnWJrrZqnglFWCPG2XtfJ68fusz9Wzr51itn2draRLMRJjtVgAYYGJllaDTJ8FiKqdkcTNo83tBB39VppmazfGbNJupqQrx66DLViSCaLCNmBAazM3S31eC6HqIg8FBLOw+1tHN1YIrv9Jzj43vWcnC2l3i3n8GrSc5mPIpli6qcxtbGOtY3xjF0BUkUuXB5jGKXyZn+Sd73wBp8ksruqm4Csk7RMfHLOoK8i5bIjYdOFH3zDmlLQZMbaIr8MvZNYkOKVIUq1dz2O6KgURf8zLzrYWU7Tcvy7Q5qm2iJ/Drv5erpVkhiCFmMvKfb9KkraI78GguPW8SnriJnlzmVHGJTrJmvDhxjRbiWfTWL7WqXhkvU9zBBbdOCVzW5HvUWdrAgCPh0lQe3ddFSHyNfKM+vZmVJ5Ozxfr76f9/ivj3dPPjkek4c7qVrVf2i1jJdbqE58mtYzkLjIUWKMVkeBDQCcpiTydfYFH2QvJ3mYuZttkZ30xj+eVz3nZq+3h260nLbgXt6KouiShVjKg90Q2X1zm4auuq4dmaA1FSGcCJE+7pm/FE/M8cuMzqVJh72EzA0NKUyzhTLFsOTaUJ+jbJlEwv5MC0bQ7vJO8X1cFwPVZUJGNqczK9AMltkYjZLJGjguC7xkB9DNdEUFY0V+JQuaoM/RNmZoGT1U7T7KFtDmM54pVbvFSqTg2fPqSiKCIKKLAaQpRi63IJfWYlPXYkuNyEKvmWXQIf6pqiqDdPaufjZzZXvm3vu3vu6uixGOD7ksDFeT1jV549XFgS2Vjfy4tBlslb5rhywiqugRkjfSVDbTNEeIFc+Sc48Q8kexHZSOHN+DIIgIQo6kuBHlqJoUj260ooht8+pqyYQBX1Z186Q22mJ/CreTeJPshRFEt55aUwQBKLGw7RGyzju4oZvn7qKmxdbEb/O+7asvANnoEAm/5V5m+JS+WglgM/+rxvnoW1BVzff9djeU23H67aUtz6yluUwMZPh/kc3zT8sN8PQZKIhg9m0TjhgVJY6N5FvSmWLYxeGaK2P0VofI50v0Tc6Q1U0wMq2as73jlG2bD7x+OYFP7KmKrTWx3n7wiAbVzTi11XGptIcOtPP2o46OpoShPw6kaCBz1DpHZwiHDTYuKqRVKbIG0evcODIVTKZIqGATiziJxbxURgzudGVI1BXHSYW8XO6Z5iyZZPNlWiujzEynmR4PEnAr5GI+MlmS5RkiY7mBLOpAqlscUHK3fM8rg1OEwkaDIzOYjsuhaKJrikIokA2V0IAstkSK1qrCQcNXj9yhep4kMt9E/OXzPZczqWGKDkWAVlnZ1U3fm0zQe3uN8R1SKKfmsBHl/15qAQD1YEP3dN3rsOvrsavLs9d6x8SDKWdhvDSK/3Zcp6MWaQ/N03eNrFcl7Fimph2d3bvvVx/z/M4fmGIb7x6BlkSkWWJsmkRDhj88NP3sXV3F1W1YXrODPHG988xPZXhrdd62LC1jWj8xsAmiTrVgWeX3Mdk+i1cL4/rucyUR3E9F9uzyNtpZDFCXfCHl3WsPwj090+haQrT01kCAZ26+giTfZN8+fe+xfToLIoqY5k28booz/6zJ2muiVITCyIIkMmXyBXKNFZHGJlM01wToaUuxlQqh6ErRIMLyaSKInHq8gidjQlyxTKmaZMI+5lJ52mtq4xPU8kcfkNdwAAXBBFJCOATA/iUjptY+w6eZ+J6VqX9zasYhCEICEgIgjpHKpRZ7E2wPIwOzlDIlReoDQL4gzqBwHoC2u19Md4tbO8QhyYGyFgLV8El22K6lF80F9wJgiAgCDp+dQU+pZtqPoLrlXG98tyE7c3LRouCgiCo7+q66Uoz9co/uefv3Q2KFKE2+Km771+VaauJLeCx3AoPC9O6hO1WMrjinJNs2bpBulTkxmUd19+L0LMkCiiyRDpXJOTX5+xfHSzbwbadu0qa6prCllWN1CXCFEomsiSSzBRob4ijKTKt9TGKZWtBBH99vw9u7WJiJsMLb/XwwJZO6qvC7NrQRsBYzLo1NIVcvky+YGJaNtXxIFvWNHH4VH9lReC4c+xiD9t2MK2K94BlOxWNfZ9GMl2gZNqEQzqaprCqs5b66jBDo0naGuMcPNbL5rVNPLijiwNv9zI0lqSrtaKNXixZTM5kiUcDDI7MAh7xqJ+dm9vpuToOwlz7YchHOlshjBi6QjTkI5cvUyxXmAGO51J2bPJ2GVWU79in+g8VSXOCU8nXAQFFVGnyddPkW4EoSKStaS6kD7Mhsg+fHKyQVe00l7PHydiz1OgtdAc3IwmLb2/HcxjMX2S4eAnP82jyraDWaONK9gQrglvRJIOhwmUczyKu1tGfv8Dq8A7KToHL2RN0B7cwURpgsHARx7OIqXWsCe9CERffTyFF56nGDZRdm85gNRnr3ZGcrpMCJ2dy1CSC+I1Kn3rJtHn50CU+8uhGVrXXIomV17574DwHjl/lI49tYsWaBrpXN1DIlxnqn+L8qUF6zgyx68Hlkjc9JktDKKJO2pqmP3+OgpPF9t4DY4J3Cd1QuXB+GMt08PlUahIBvvIH36Zrcxs/9jsfwwjoFHMl3nz+GF/7r9/lZ//bZwjGAuDBqtbauSymwOq2WkRBQBCgLl5Rb4yHFwZu+zZVJnJREHl67xoEQaA2GiSXKZLPFJntn8XMl+nrT1bMnS5NoGpKZeINGwRCBoZPQ5LF+ZY8BPUHmqy2LIdXvn2Kk0cW6kjsemg19+3tvs233htsTjRQsm0K1mLW0sONnQSUu4tWLYXK5C4jCTIS75Ft5m1QNm0uDU4iSyIttTEy+SK18RCW7XJpYAJBEGhriFMqW9iOSzzso38siWU7NFSF6R+dRZJE2hvi83OUZTv0jc4gSSJhv45lu+iqjO24jEyl0VSZhuown9izEe0OZmCiECIc+Cyi6F+ihdDD9fIIwvLa7v9eggFRFLhvbQuvvn2FaNBg/Vxd/7lXTxML+wn6NJLZIv65CVpTJI6eG2QmnWfbmmYUSeTExWFqYmlWtFTTWh9jY3cjR88NsKqthpBfR1UWy/sWyxZvHL9KoWRREw/i01Uy+TIHT12jq6mKtZ11+HQVbS5dWh0PUl8b4ZW3LtFUF6G1IUY06qe6Jkjf+AypbIGBkVkiIYMzl0Yxj16lJhFicHSWRCTApjVNBHwa7c0JBkdniQQNLlwZI58vUxUP0NoYZ2I6Sz5f5vzlMXRNpjoeXHC8a7vrWdNdx/Gzg9iOS1drNaGATjzipyYRZDqZIxL0caV/kkyuxNa1zeSLJoFWjWuDFbKZIkqEVYOMVUAQBGanMzz/1QMUcv9wGbf1LQke+8g2lLnfImPNMlEaZEfifeTtDAenn+eJ2h8lptbSlzvHyeSrVGmNdAQ2YLpFXpv8EmElQYPRiePdvhI6VR7m2Oz3WR/ZS2Vt5mC6JS5lj9HuX4cmGUyUBig7BXTJz5XcSToCG3h79kX8chhNMqjWm5gujzBYuMTG6ENLBh1QaVlM6AH6c9OcTg5juQ7bEws15l3X5c0Xz3Hx5MCS26iqi/DEx7ejGyqO4/LCGxdwXBdVkfjAw+tRZAnXcbEdh5p4cL41zi+JVMeC9I/OUi5bnDjcSyZVYMvOTprbqhgfSeK6HuW5/svrSn2u44IgoOkLA+u4Ws9EaZCx4jUSWgOjxWuAR6OvG8u0eeFLR5kcmb318H/gUFSF7Y+u4fEn1jMxniaXK1FM5vA8jyd+9AF8ocpAGIwFeOLHHuDamQFGr46zansXCCzw7ZClhTwMWMiOuZ759FyPbLrAwJUJzh/v58q5YcYGZ0jP5ikXTSzLqVxHryJ9LMkiiirj82tEEgHqWxJ0rmlgxYZmGturCIZ98x0h94qR/mle/Orb2Nbie16SJR55dguKKvPUx7ezbsstssfv0nHy0pkh9n/39IIs7nXoPo0nP76dplCEPbfRo9BlmSsnBjnx+qV/wAsWgRU72hh3TAI+jWyhzMRslqf2rKFQMjl5eYT7VjcjAMd6hiiUTLavaeHkpWHWd9aTzhU5d22MLSubFsxPvSPT9I3O4roulu0yk86zsqUay3GZTObY1N3A2GyGL752nH/10Yduq/TpUWY2+98IGO/Drz+w8D3PIpX7Cwx1Kz797mZF70kwULIt/vriaUbzC+UjA4rGD6/aSMLws6qthubaKEfHhvi74bM8u3k1tVqAgK9Sd2usCXM6N87vHn2t4sYULHGplGRypMQHd63CczwGc2n+sv8UBdfkVN8kwZDGheQU3S0JZEHk7fFhjk4M86kVG4jqBrqmsHtjO+O5LN8eukQzcT79/q24rjsfoW1e2Tj/IMqyxI6NrfPe7T2zU/zRuUP0zE5hT7pUVflp9dewrr6exrpKr/ql5BTXUjnWdjSRiPqJR9oQBKiKB3i+twc3LrOhsxFJEHHxkNpVjuRH+fDOtQgC/M2l00wV83M/HoDHgXODfHrlRsKaMT8odcyZ6TQ3xBCA9uYEHhW+gVfJKtLaUCGTSIJIR6CWyVKG7mAd5pjFC393hJnJhb/PPyRs2NHBQx/cPB8MAOiSnxq9hZJT4GLmKB4ujmcxUrzKmvBuBgo9tAfWM14aoOQWeDzxfhThzisNx7UQBYlavY2QEgMEsvbtGcqu53Iu/SYeHusje5EEGb8cJqxW4TdHiSq3J3AVHJO/uHoQVayc0+P1a+gMVi/4jOfCyTev8MLfHVlyG93rGnnomc3ohkrZcjBth0d3reD7B3oYm0wTi/gxdIWO5ir+5Ctvsr67Hr+hMjmb4/zVMT755BYunB7i7beu0NAU52//fD+iJBAK+3j0qY1cOz8MgoAoCoiSSLloomoKjWtr0SRlXjK2Vm+lVl84mbiei+WZWAWHN759kp6Tg3e89j8IGH4NOaTjigJDQ7NomkwqnUdWZDLJHPnMDR6D63rofo1c8g4a0neA67iMDc1y6KVzvPXyeQavTFDIlZaaCxfAMqFUMMmmCkyMJLl0eojXv30Kf0Cnsb2KLXu62f7walq6alDUxYuaO2FqNMnzf3WQcnFxhkbVZNZua6N7dT3hWABNX5i9erdqvgOXx/n6XxxYciIPx/zsfHQNV8ws37hWaY9NmUXSZonmQAQBgWpfgLZTAl/7wgG891AN8b3Gx8M6pVoDQ1OIh/2Mz1TGUQ+PbKHM+GyWaMjHyFR6ji9XaUW9NjpDZ0OCVK7EZDJLc+0NfZN0rkRzTZSSadHTP0HQp9E/R3RPZgpMpXKEQgbJXOGO95fr5rDtYeQluVwyeA5l68LfXzBQdhyev9aDiMDq+I3BThal+RMRBAFdl3l5vJevXjlHRNf5mfXbb5BKJInWaJSCZ/HtaxcZL+T4kVWbaA/HCPl0FEniYn6ar/WeZ29DK5IjcjE5xdf6zvNLm3fzdHulbfHrV8+T0H18rHsdoiAQ8Gkc7DvHy8NX+XD3WmKhhTVA7RYSlSAICCIcGOnnd4+8TrXPz4NN7eiSwsXkJFOlfGWFIAq4nse3+y7yhQvHQYBV8ar5kocA7B/pw/E8nu1agyDAodFBPn/qLX5q3X0EVJWZUoGvXT1PRNPpjNwg85VtZ36Avvm4rm+38veNv+ZXMXP/tR2b/vwkVVqIkeIsUefdqTP+v8J4qY8Xx/8PJSdPQmsgpMRJWVOUnDwbow9yaPqbFJwMWTtJUI4iIPL27IsUnDTbYo/jlxf3XVfrTTT5VvDK5N9SpTWyNrwL6Q4Ex9nyKElzgodrPnnXQONWGJLCx1q2cTU7yZnkMG9NVlrwukK3J2HeCbIkosoSL715kVyhzOtHrtDZWsXOjW188KH1nOwZ5lL/BJMzWWJhP599dgedTVW89K1T7Ni7gnWbW/mT33+BPftWs2FLK4oqM9E/xexEGtdxK+I8jktNc5y3Zy9SZ8TxSzqyKJHQwou05NPWFJcyb7Nee/gdnc97hVg8wOXL42zc2EyxaJG2LIYujfKHP/vniz5byBTZ/cFt97R9z/OYnczy8teP8fLXjjM6OFNZ+b8LeK5HLlPk4qlBLp0e4oUvHWHz3m6e+Nh2VmxomvdpeC9gWQ4vPX9iwWvFgsm2PV1s2dV1m2+9N3i4oYv76yqcmoNjfRyZHOQX1+9FEkQEAb53/vAPdP/vBQTBo6Ha4JFtHTiOwMEzac73DRALhgj6ZaoiPiZm09RV6SiyyMDENH6fwESySKZQIho0SEQCc/wQGfCIhXQu9I+DB4mIn+qoj8PnhmioDhMJasRDfixcJlI5/ucLb6Hc5n7Y0KKzst5bMjtTCVdcvGWW8t7TMsHjrV385NptC3JrN6fhJgt5zkyNs6O2mbdGB/nhVZsIqpUBVhQENlXXs6GqjoFMCml2kk+sWL+IaepXFH5i7VZWxavJmSb/5vAr/O2lMzzU1EFHOMYH2lfxlStneaipg4ThYzSX4eu9F/ho1zqagkuLctyKyUKOPzz5Fp2ROL+982GqjEotxvG8OaZvBalykaMTw+yqb+btiWFSt8gQ34wrqRn+28k3eaptJe9rWzEfNIiCwAfaV/PJlTdIPALctmd4ObA9B1EQ2VezkgvpYQr2D47l/YNEjd7Mg9Ufw3JN9k89x2ixl1lzgunyKEdnvstUeZSxYh+qoGG5ZQQE6oxW3ph8jrXh3UsGA7KgsjX2GCvsrVzKHGP/1NfYk3gG5n5bDw/Xc+eldgNKlNWhHZxPv0Wd0XZPIjsCAj5Zpc4IszHWRM4q470L1rYoCtTXhEmmC4TnSK8r2yuBhaEp7NzQys4NrfOZonSuQrR1XZdXXzjDyaPXGBmc4fAblzh19BqbtndQVxdh4OIoztzkJkkiidoI/dY0ZWccQ9bwSRpRNbgoGHDmCIS8s7LvewZJFNAUiatXJwiFfazb2U37X/083i1iW47tkp7KUNtefZstLYZtO5w53Mvf/I9XuHhqAMd+77tdPM9jdirLy187zuRIkn/133+YUPS9q4M3tiTQDRXP9ZgYS3Hi0FXy2dK8kuMPEqokzeuxaJKMIkr4ZfWmRdM/fLMhRctQ0zLIhDlKXN1Ke+coY8ULRGO7qGs9Rwnw+S3qg70ElHo8q5remQNUN4bprH8f4UClRJAsn0OQWgGXcHyCOnsQTQ5QH+6i4A7x4aoNuMIsamAaVWnFsipqlqZ9+xZKFx+SVE2u9H0UpX3eTdbzPGxnlJJ5krD/08s6z/e2mwBhjoCz+Af2PI+zMxPYnsvHutfxX0++SW96lo1VyzNRWLAXQUASREKqxqpoFT0zk5Qdm6Cq8eGuNbw81MuLg1f4RPd6vnmtB0OWeaptscnRUvA8jxOTo4zmMvz61vupMvwLWmJuxsXZKdLlEv9kzVb+4MRBemYn2V3fsuj8p4t5fv/4AbojCT6zevNi+U2BJR283ik0saKa+NJYhVHarETv8o1/mBCRUEQdEQnXcyg6eYYLl3mo5hPU6W305s/Qnz/P5ujD5JIpxkv9hJWqJcl811F2C1iuiS76qTc6GCxcRBRkBEFkojSAIAhMlgdp9VfsbXXJz8rQNmbNCc6l32JL9BEAXM/B9TxcHERPWvKeLzkWXx88gSLKBGSNZ5o3vqvfWRQFmuqiVEUrAcn4dIY3j1/jqQfXAjdlj+YOZWg8yeHT/Xz4gXW0zWkK3P/oGvDANG2i8QCSJHLfo2upabypX1mAdYUbA1BCC1O0U1wpXuHmFrSMNYs1r1v//2ZQFwSoqgrRurIO1/M4cbyfXL5MbUui4vBnuyQnUlw+3sep188zNTTDJ3/9GWI1kbtuu1Q0+f6Xj/LlP32N2anl+36+43MRBTbs6CQQem8zeeGYn2LR5NjBK8xMZtj54CrWbGrBH/jBBwPDuRQD2RQAF5ITjOTTvDUxgEjFaMx0f9BKB+8eomTTEOtAl+LknGusa1lP2UliyAZ1NRZBJYks6GQsl4hRiyz6Qa9FFBRk2aSzsaIAOFnsZ6ywHwEZn1xNNJpHEi103aFsFiqurHaKFkWl3h/j8ug0NdEgv/DUHoK3cwcVoGx+kqnUb2M7o/i0vYiCH9sZJVf8LpIYnLMzvjve02DAdG3yljU/GImCgC5VamCO5/HGcB/d0QQ76pqouujnrdEBNiRq31Hbh+t5pMslzs6M0xqK4ptzKazzh/hY1zq+dvU8nZE43+m7xE+u27bACfBuuJScJqb7aA/HbntsrudxYGSApmCY7bVNtIai7B/pZ2d9M9JNA2PZsfmTs0dJlkv8mx0PL3JT9ICz0xN8+9rF+ddq/AE2V9e/44lDEkR2JrooOGU0UWGi8PdP7Hq3UESNrJ3kpfH/g+PZRNUaYmotqmjQ6OvCkAK0+tcwVryGIQXYFH2QozMvIAgiuuhDE5f+vWfKYxxPvjz/99rwbsJKnA2RfZxO7edM+gBhJU67fx0FJ0NQjiILCpujD/HW9LfIWDNMl0e4lD1GzkpxYvYVNkYfWLKEUHBMZFHi4bqVfGf4LGOFFFHVj/+dMqgR5rUlAPyGykzq9vXvimObRywRJBoPYFkOk+NpLp4Z4nLPKBu2tBFQRfovjdG6sjJgiZJI26p6km6WyVIKXVLpyQywLlxN2ppekI708OgMbEDVFJ797F7u61tFPlOsMOuzJYr5cuVfwaRcNDHLNpZpUy5ZlArl29ZCFVVG96momjz3T8Hwaeh+FcOn4QvqBEIVZn4k7kfSFY4eqUh8u46LYahMDc9w+XgfZ/ZfYPjKGNMjSZ79p0/wwZ97nJrmu3tDFPJlvvpnr/ONLx6gWLgX/U7m+RdQ4Rks1x2wqi7CrsfWIrxDMuHtcHT/Jb7yxYO0dFTTvbqBYr7MsYOXaeuupaVj+VmSd4LzsxN8q7/iuul4Ho7n8qUrpwCoMgI02/9wuQI3w/McHK+EiMQN2WaPsNpJ2rxKRO2uTP6iHwGBspNEEX2oUmR+G7Loo2CPIyAiizqWm8V0PUrODB4OLtZcYt/GxUISBSI+HUkU7kgw1dVtVEX+PZnC35HK/TmeZ88FATsJ+j6KJC5PmOg9DQa+fPksB0b65/9eE6/hN7buQ5dlpop5Tk6O8mNrNhPTfdxX28jB0YEFpYLlIG+Z/PGZI4RUjYFMCttz+fWt+zDmVtuiIPBkWzcv9F/itw+9Qn0gxINNy7fc9fDIWWV8ioJ+B1OaVLnIkfFBnmjtJqob7K5v4Ru9FxaVCk5OjnIpOU1E0yslhluOw/M8Do0NcDV1Q3Z2a00jGxJ13EaO+q6oGCJJhOYmREmWiNWEEKR3PsiUCxbZ9NLlBkEQCMf9yMo7r3NG4oEF16ZGb+bZxp+vkCQR0SQfIPBA9UfR5nwOQnKUB6o/iioarAhuo9W/FsezUUUNeQnDFoA6o53HtB/G8WxkQUUVKwIknYGNNPtW4Hg2muRDREKTfOyt+hCSoBBWEjxU8wlkQcGQAtQarUAleyHfhnOgiTJ48P2R8xTsMt8fPc/6aCPbbukoWC4c1+XUhWHSc3oTqiKxY2MbpuXw4qEekunigs+Pz2TwGxrJmRyn3u7jSs8o6WSebKbIp3/yAZrbq7h4rI9ivkxu7reVJBHHdsg6Rar1KFE1wJnUNYJKFdtijyMLSoU4ZVcCzKAcQ0Bgz+PrgLlYYc6q2LZdbNvBsZz5IKBcshi+NsX//O1vkJpZWoP6/Z/cwcPPbkEzFDRdQdUUZEVCliuWxr1nBunc0IKmKwxfneBqzwhlBAoFk5aWBFMDk/z3n/8Lwokg+z66k/s/soNv/NH32PnUFsLLUL4sF02e+99v8LW/2L/Az+F20AyFuuY4bSvqaOmqIV4dQvdr4HkUCyazkxmGr00xeHWCsaFZcunikqS7bftW0tCaeEeLozuhpiHKkx/eOrddD9tyME3776W7aHNVA5urGgipi11gBeDVvhNU1UXm7LffATzIJPOY5aUzDIomEYxIczLtGswZQAmCXDE28sDDREDBw0GY6wyq1NkdPM/B7/dRcibxcKjStzBdOoHl5tGlKEGlCVnwoYh+yk6SjNlHSGmhWt+AIKiUnRlkQUMQJHQpTlxbh+tZiKJGU+AhHK9I2UlRdmYYzb1MSG2nZE8yXniL+vhW/tnTezFUhZJlUyxbuJ6LpsgY6o1FgSBI6OpmdHU9rpcHz0EQ9LmWwuVrLLynwcDmqnoeau6YXxcnDD+yKFZKBNPjDGXTvDJ0jbPTE/RnklxKTtGbmmFj9XKtWypQRYmibXM5Oc3v7n6MjVV1C044phl8uGst/+bQy/zS5j0EldunjW+FgIAuKZQdG+sON+il5DTX0rMcHhtiKJtmLJ+lL52cLxVcR0MgxG9s28fvHT/IFy+c4Ne27EW9KcgQBYEfWbWZj3avnX9NFiQUUaTkWCTLBYKKTsEuo0kKSbNAtR5kpJCi1ghRcmxM12KylKMjkGC4kKLomLT64yTNAlV6EDmh8OnPvY/pYo7uUDWGVLkeWatET3oMz/NYGa4lrFaCh6JpkS6WqA3fGDgPvXyeL/zed3GdxYOY4df4hX/3YZqXUDi7GzxcivY0QX8cVVMq5QB7Gl2K4JNCOF6Joj1DyStgyAl0yUfJTmJ7JfxyDZroo2BPIggShhQjb0+Qt2bmt69LEXT5RplEFER06UY91vM8yk6GspNCQESTIrieiekW0aUYunTdFtXGcXPIUgjTmcGZI+UIQsXKWxEN8vYEtntjgNWkCJ9s30TeGp+zhAUBj4w5iF+puyNxcclr5VUYB08/uBZVlcnmSly4Ok4i6iccMBbVX2NhH60Ncc6dHOD5vzvMtt1dbN7ezokj12jtrEFVZRJ1Efa8fyONHQt/u1XlZo7M9DBjplkbbiVrjdGbG2Rj5EFGilc4OvM9BEFkS/QRmn0rbylRVP5fkiU0Fp+josh3DByrG6J0rmlY8j3XcbEth1e/fBjNp5JN5tFrIrS2V9HakuDYsT6ckMb2923m2tkBTrx8lprWKgqZIuWiiectDshvhm07vPjcMb7+hQN3DQT8QZ0te1fw4Ac20b2ukVDUjyRfH6Ar+5h3MHRc8tkSo4MznD7Uy9HXLnCtZ4zSXGtnKOrjgac2vKuA+nZo766lrasGy7SZGE3Rc3qIvisTxKt+8JLgLwxeIqoZPN26tKDYnifWse6+u8tz3w6WafMn/+55Th/uXfL9rnUxPvrLSTQ9jCa3IktxMsVXkUSdiPE4ouBjOvfXxAPPkC+fJGw8godLpvgKouAjU3qdtqY4kmQiSxKuO0lYjuC4LuXyQQxlBbW+PYBAXF+P4xVIFr6J5xYx1HXgjFP00vjUtRhSNSgzZEsHSPg+Ta58iGzxAKpcR52+i1Tx+5TNCeqM9fjVjYCIY5h8/fA59p/vYzZXwPU8DFVhZUM1z9y3ms76xE2leQVJiLzja/meBgOr4zU8075q0cNmuy6vD/dRFwhSYwQQBGgORujPpHhrbJANt0zmd4JfUfjsmq00h8L8xoHv87Wr59lR17Qg8hQEgcZAiICiUh8I3nOk3RqK8LWrRcYL2SUJga7ncXCkn4hmUB8IIQoCdf4gccPH/pF+dt0UDDQFI2ytaeCn1m3jd4++zs66Zh5sbF9wTLosLxk5p80iR6f76QxVMVnMokkyF1KjPFS3kq8PnuT+mi6SZoG0WWR1uA4Xj5xdZryYJqToPD90mt3VnaTNIhm9yKqaOmoD8Xmhj6JtMjiZwXIdWmtr8cmVIGEkmebguVG8UGUg1xWZQOT6ZLM4GBBFgaq6CA2ty7PmvRmWW+TtqT8jGn4WUayh7OQ5OfPHrI3+CIro58zsn2O6WTzPpdrYwIrwh+nNfJux4tvsqf0dJEHl7anfJ6g0siH+k5yc/h9YXhFVDAICTf69tAQfWnLfnucxXTpHT+pLCIKI61lE1HZqjS0M5Q+wKfGzSHOTWcmZ5ezsn7Mi8lGOTf1XVCmEJGgIiKyIfISI2r7kvmNaN5dSX6LkpMhYA0TUdgw5ztroZzDke9MVdxyPmWQez6sEkablMDyRYvuGVuqrwmxd04zvpvax5FxbXVdjgvqmGBfODLH/5fNMjad548VzbN7eTuCWHvf0bGW13ueNU3IsavUYrf5aejJH5nUZLmbeZlvscUCgP3+ORl8nOXMC2y0yXb5MSGnBr3TglzVMx0YRJYqOSVC5t1q463q3rBgF8FwUTSaXynNqfw/3P7sNT1W41jvJyNAsHh6NbdV0/foHyKcLDFwY4dTr53Edlz/9tf/Dym2dPPyp3cTqFvNoPM/jzOFevvTHr1K8ja02VMaX7vWNfOJnHmbjrk40/fbuqNdfl2SJUNRPMOJjxbomnvz4fZw71sdLXz3G6SO9rLuvg441De95VgBgZjLDqaPXuNozRjqZp1gw+fRPP0jjO3he7xVF28J0Hcbyi9uaJUEk4jNouIUj4XkepmkjyxKiKJDPlzEMFUlaXDY1yxa67/aLPU2XaGippy7+Q8zkv4wsKSTYDnjIUgEBE6moEjay+C0RTb4CgoTPNgj7HmM6N0kiuIXZ/HPkyscIaPdhO1NYzhQx/zO484uCCu3bc0s4zgxR39Moci3Z0pt4N/EiitZFLGca250mpD+EaY8S1PciCgYiMkFtB4pUB4hYjsv/fukI5wYneHBdB43xMLIokiqUOH51mP/w3Gv8q48+RGfde/M7/r2IDk0X85yYHOGHV27i06s2ApUJ9b8c38/B0QE+vWoToWWXCioKYUFF47Nrt/Ir+7/Dd/suz7cSvlsIc10NuizztavnaQtFMeTKw349yk+VSxwaG+LDXWv42fU75h/gPz1zlBf6L5EsFYnqN9/gAnsb2nigcYA/OXOUVbFq6vzLi8oH8jOkrAIx1c9gYZaSazNaSNPoi3IpM4EqyoQUnalyDttziao+yo6NJEjUGxEupcfRJYW45mekkEIUBNZEKpkYQ1apNUKYjjMfCFyH63nYcwOx474bDvzd4GE5OVzvOmHNxXJzuJ7FtewLCILE9qp/julmOTb1hyT0NRWhICdL0Z5GFg3KThq/UoeHh+PZrI58koReybSItxEEquzZpT/3CjXGJtpDT+J69lxWIEfJmcVxyyC4CIKE6eRxPBtRqEidboz/NH65Zm4fCq5nLrlvAZGtVb9E1hrixPQfsSnxc/ik+LL8Gm6FpspUxwN87aVT1MZDDI7Nsra7nrJp8dzLp/jMB7YvCAYu9U0wNJHio49tmlsd1lIumYwMznL+9CC9l8YxZIFTBy4Rq6l0XsyMpdj28BpSjTmqtDCXssMEFR+yqJEpD3ItdxbLNak1WkmZk9ieheOWmSydI651EVYaGSpcYbxksbuqm7dnrrEl1srRmWu8r2HDPZ3v6GiSw3NcgFLJIpcr8cGnN+PYLu3rmmlb24QAFB0XPI+p6Sz19dG5Gr1AMBpgza5uVu/sIp8uMtgzzJn9PcyMpZYMBqbH0/zNH718Rz0OSRLZ/cQ6fvRXnqC28facottBEAQQIBT1s/ORNWzc2cmZI72EYwH0JVRR3wucOdbHt798lPv2rmDTjg7OHuujuaMa5QeQhbgVrufxtd4zHBi9tug9sSTwqZoNPLp15YLXL10c48ihq8TiASIRH8lknsefXL9kMLA8CIiiD1Hw4bo5ilZPxfo59BPM5L6CKPgpmGeQxTjZ8mEEFAx1JcKcFXMlX6yhya0UzLPIYhhR9OG4eZKFb1Mb+tl5lT9ZjBEyHiRdeg1Nbq7UzYTr1yJH0TyPKGgUzPOoRvPctivn5XgZSnYfohhAFiJMpLKc6R/nNz78IN31iQXZpkfWd/IH3zzA/vN9/3iCgeslgoJlsb2ucX7CFoA99a18t+9ypVRQVceV1Ax96VmupmaYKuR5aeAqTcEw6xK1yLdIFguCwIaqWt7ftpIvXjjOtpqGOxL+7gWtoSifWbWJPz5zlFS5xAONbWiSzFA2zdpExQ1xuphnV13Lgu6JXfXN/PXFU/Qkp9hV17xgm5ok8WNrtvBPX/sW/6fnJL+4affc9YGXB3uZKNyon4ZVnQ93rcFyTbpCCTqD1RyeukpA1ugMNjJaSFPnCzKYn0EWRNJmnpIk45MVssUiU8UcUVWl2R/lcmaSiOpjtpxHEgUsN4jt2ri4uJ6D57nYnknRKSILMoqoENJ1HlzVTnM8AoDtuEyKI+/6ut4OHmC7RSw3j+UW8TwXxzOZLV+kPfh+NCmCJkWIaG1Ml84DAoYcJ2eNIIs+dDk2R+ypbM2d03yv4Pa3eKUkFCFjDWI6WXxyVaWl0BbwPJeym+Zq+nkiWid+uQZVCsxP4p7nzO1DuCk9v3jfgiAiCxqSoCIgIgkqkvjOCISiKLBvWxcDo7PMpvJsXtNMIurHdlxsx12kmSHLEulskUK+zKsvnGFiNMnmHZ1s2NJKx4raihfGuWFWbGqlpqmSpRgfmEbzaawINpKy8iiiTNEu0xHsZKLUz5XsSTZFK4RJ0y1TpTUiiwaaGGK8eBrP8wgprZxOZejLTdGXmyauBci+Aynmmpowu3d3cfnyOMPDs2xY30wgoHFxNMneD25FUWVS01nOHb7Kxk0tXLgwypYtrcyMzHLi/BA7n9qMqlckmwMRH/UdtVw4fAVniVYt23b43peOcPHU7YWTRFFg31MbefQXtnFUuET1TIQ14VbenDoHwMpQMwWnzGB+krZALWHFz5tT52gL1LEy1MSpZC+ma9Psq2KynKI72Misl2X7QzdS6L25US5nRqg3YoQUP6dSvUTVAE2+ak4ne3Hx2B5fSaOxfG7BrodW09xezYXTgxx86RzTk1ne+N5ZNu/oIPYDLhWIgsCH29fxvubFBl1jExlef/0yudkbWZj1K+u5emWcvftWcuH8CNPTWR58eDWCLNKXmaUxEGamVCCqGYwVstSrd2/1dbwc+fIJHC+LLnchSwkcN0XBPIuHQ8jYR7b0Jq5XRhJ8Fe4ACrYzg+0k502AfOpapnOn0eRGTHsE200iCNKChZLnlRCQMZQVFK1LqFIdpj1KyerDdmdRpXoMddXcvhcSUyUxjC53IAq+SvnSchBFgVhwoSmVIAhoikx1OECm+N7xPt5xMOB5HrPZImOzGSRFZFO0Dp8j0zM0iSgI1MdDXBmZprEqzOWxadYa1SimyJGLg0QDBrIkEvF0diaaODc8zopwgufPXeDAcB9N1RFWxBK8MtiLYgp8ZtVmWqtiTE/nWe2volywmVby5EsmTzZ0c3F0kq+fOs/H16zHpyn0TSSxFJdVvirMokOuWGYynSPir+y3ZNqUTIvpTIFVTdXMZPMEDY2ZTIFowEAQBT6xYgPVvgDPX+vhf507hgjEDR9r4jUUbIun21fSHV34QHZE4jzTsYqiVUkdba5pmKtRVn7ApmCEf7ZpN2+NDTBbKuBTFB5obGMsn6U/c0MFL677OJc+i0OeJn8dU+Y1AlqSBqOWoGLRFmhjuHiNddEgPdnzbElsZ//kW2zU93IlO4ShwEh5hk5/N2ujmxAFkZJjcnDqLTQ5wFBxANu16c1fZm1oC725Pl6ZOMum6DYajCYKlsV4OkfZclBliZFkmlThB0c2crwS55P/By0TwfUscvYormdhu2U0KTR/jVUxTNlJI4s6QaWRrDWCLOiElCbcOQlixzM5P/tXaFIEQRBZGf4YVcba2+xZoCP0FJdSX+bo1O8R1bpoDz6JIScQBZWMOUjaHMT2yoi6hC7FEBApOUlOzPxPZEFHEQ3WxT6LLkXucd/3Ds/zKJRMCkWTq4NTlE2HzWsaqZ6T2j5+YYj7t3SgyBKFksnxC0PUV4U4c7yf0aFZNt7XzsFXLlDXEKW2IVpRSmuvJhwPzte6fYEGAhE/PeYgdXqMocIUKXJ0BxvYlXgaEBARQYA6o40avRkBkTrfZlJmHylzAFmEaj1Eb26SoKJxLTdFe/DeWesjo0m+8tWjxGJ+OjtqMAwVs2zPiyR5nodZMjl9tJcp0yE5m+fEiX5WtFdx+vULDF8e4wM/8yiGX+fsm5f49p+9TE1LgpqWqgX78TyPvotjvPT14/N6C0thw85OfuxXn2RQnaLGjWK6FqdT10haeR6oXk9QNvje2DE2Rjuo1aPokoosStQZMS5nh7Fcm1WhJqbLGY7NXkYTFXJ2ia5gw/xxXEgP0uKvpsVXQ29ujKgSYF24jYBsMFNOY7o2tfq9tQprukL7ilraumspP20yMjDD+VOD9F2d+IEHA5okE9UMGgORxW9mPZpro2xcfcNIJx7xcVEQ2P/GRfK5Eooi89bBK2zb18n+0T4+0LaaV4av8kTzCg6O9vGx1nV33L8oGPi1dbhekajvA5TsMVw3j64043k5or73ocntgEjJHsWndKNIESTBj+lMIIpRsuWzGOoaNLmBiO8ZLDePqkQp2UOE9PsRbyIre4DlTuF5JrqyHlFQ8RggWz6OLCWI+N6PIlXheBaWkyagb0cSw5ScCRxUZgrfR1c6CWpbSYSCSKLAc2+d5eltq4j4DQRBoGzZXByZZP/5a/zQvk3vzQ/FuwgGbNfl6OVBVjRUMTqb4eFoO+OzWc5lxzFUBZ+mMDiZoi4WosELsm99G1G/wfFLw/h1lTcv9KMqEs/WrebS8CRDU2m65BhP7VlJZ10cSRLJFcu8evoqmiRztm+MZn+E3937GEcvDZGcKZDMFTFUhSej3YT9OhcGJ+huqKJ/Ypb1bXXs1pqZmswhmnDq2ihbOhsplE2yxTIddXGGplKsbKzizQsDtFZH6RmapD4eoiEeYk1LLU+2dvNwcwdF2wIqbZLaHMX/gcb2RZ3VflnhV7bsnX/9h1duXPC+KAg81NTOg003vvvr2/YtcXU9zqVP4RGmxd/A6fQ4zf5qqrVqBgp9TJfHkUWFlcEu8s4srf56rvr8TJsj+BQXx7NZEVyNh0dkjhTolxUM2WSsOMDuxD5KbpFZc5oGow6/rHMld5F6vfJQ2o5L78QMmiKjyhKpQgntnbJ9lwFJ0OgMfYC4vgrTzXJi+n9QsSKVcOb62D3Pw/FKyKIOCASUenLWKAISYbWFtNk/ty2VzvAHiGuV1KN+U2vPrRAEAUOKsyH+k+SsMQZyL3Nq5k/YVvUraFKQ6dJ5YloXZTdDyuzDL9dWEoZSmLXRH6lkEhDR5Vilnece9v1OYFkOX3nhBGXLwdAUdmxsZVVHLQBP7VvLF75xmDdPXiPg05hN5wn6dT7y2EaOvnqRzTs62LKjg9HBGaanMtTUV44tPZPjre+eYnoshSAIFULhU5soamVOJq/S6q9hppzhWr6HhBaj5iZJYtMtcy13hhXBzVxKfxPbLSGLBs3+fUhCpbR1cOoyJccmqi6/tfc6ggGdBx9YheO45HIlcrkSqq4Qr4vwrf/9Gon6KMO9EzR01lBVHWLP3m78fg1dV/jMb3+Ub/7PF/mL3/wSgYiP4ctjPPaZfWx5ZB3KLYZmtuXw0nPHmB5L3fZYqusj/MgvPU68JsRQagpD0ohrIS5lhkmWs5xMXmVztJMtsS7OpPpIW3k2RTtRRQVVlMlYBWJakCMzF9FEhUajit7cGNV6ZMF+Nkc7OZG8StoqoIkKV3KjyKLEffGVGJKGJEgo4r0N27lsiVe+fYqp8TTb9nSzbksLHSvr7iqj/F7gqZZVSxrReZ6HYsis7q4j5L/Bl1IUme07O1FVGdO00TSZQsFEkkXGC1neGL3GxeQUPlmlYN+900MQVEL6A2i6QtmZpj/9V2hyHa5bJKitpj64iZI9ymD2awgoOF6RxuBHCWntTBT2kzYHEa1xDLmB5tBnKDoZRrPP4VfbMZ0kLco6BOFGuUUSfYT0vbieyYXp3yKkrqYp9ENcTf4hjneZ7tgeXM9iJPd9DPkCbZGfxPVMZotHyFnj5MzLhLU8LgpVvkf47MPb+JPvHeblM1cI6hqiKFA0LUqmzQNr29m9qvU9+Z3gXQQD1138qiMBpjMFktkCtuNi2jaW4xAN+vDpCgFDZUtnI2f7xqgOBwgHDCKBSjtXsWwxPpuhZNqMTKfZ0FZPz+AEddEgkYCBX1dZ31pHz9Aknuexvq0OURCYSGYRBYF4yEemUMKyHZoSYQplC1EQ8GsqqixTHQkwOJkkUyhRLFuULZvh6TQ1kSARf2X7yVyRTL5E79gMsaDBRDJL1ZxTmSAIaJK8SCQIlpZYqfhu3xm3fmapz3sedAZWMFwcpCdztqJkJ/nxywGyVgZFVLDmNPZdHDw8omocy7MoOgVUUaPklBgtDdNgNM1vVxFVZFEmY6eRBQWXObtU5pLdcyvwsKHRkojgeBW1xYhPJzNyb73W9wIBAUNOEFDqKDsGkqAgCRoBpZ6Z0gVqjM04Xom0OUBb8FFSZh+6FGW2fBnXs6mVN88HAwKVCT6g3F3MqsLOdxCQCCqNtAWfYKr4X7DdAroUZ7x4jNWRT5I2+xktHCYRWTO3DwmfXE1AqZ3flu3Z97TvdwJFkXj20Y1cG57m3OUxjp4ZwPNgdWctnU0Jfu1HH6Z3aJpcsUw87Ke9MYFPV3Bdjxe/eZLjh64y2DdFz9lh3ny1h807Oti6s5MP/dTDnH7zMpIssnZ7Jwggmwpn09eQBIlGXxVZu5eDUweIqjdW+GW3iIjI6tB2WgJ7SZb7SJn9DOZ7OD5r8mjdWvJ2mRo9zNnUMJ3Be+s2SabyBAI6+XyZ3mtTiKJAV2cNez6wheEr46SmMlQ1xghE/UwkC3zn26doaIixbVsbkiDw5Gcf5LUvH+LAc0f48c99kpY1jZQKJqIoIt9UUhm+NsXhVy/cdnKUZJGnP72LrrWN89yhSTOFWbCoM2KkrByrQy34JB3X8+gM1HM5O0x3sJG0lSdjFUhoIYbyU2iiQtm1qTNi9OXGKdg3UuQeFVLdilAjJ2d7afJX0eqvpj1Qt0DJ9V5x6kgv0xMZNvx/1P1nYFzneeaN/06b3jAFg94bQbD3XlUtW5Zly23jktgp/m/eTbKb3STvlmxJnH2zvaXZqXYcV9lWtbpIkWLvBEn0jgEwvc+c9v8wIEiIpETSctlLX0TMmdPmnOe5n/u+7uva1Mqhly5R21BFda3vx/YmuBt4rTaORMY4szBNlzfEgYYOBOBoZJxnBvtZUwjTPzBLKlNgYibBhw6sIjGTZsu2Ds6fHWfz1nZOnxxl264uHmzsIq+VOdDQAUCf/x67l0wTSXTQ6v0iAIOJ/4LL0kG61I9dbqLZ+1kSxVPMZn+IIvqIF96my/8vUCQP12JfJlu+hmmW8dnW0eL9ApPprxMvHsNt7bnNoUwERPLaFKqRpqTNoUgVXk5Bm0Y3SxS0SVQjjSL6aPT8Anl1lNHUX9Be9f8gCZXgeUtXEx21QYZmY8ynsuiGgdtupaXaT1PIh3LfPIpbcdfBQKFcicJsi+6AFlmivS7IyYFJfE47q9tqGY3EEUUBn9POQipLvqQyl8wyG08jyxJ2i0Kt343DaqGnMYSmG2QLZR7a2M34XILhSMXSUdV1MoVSZfKOpahy2akPeLk4FsFmkVnfWY9hmCykcnT6PUxFk8wmMjSFfAiCQDJXIJUv0ByuQtMNfC47u1a2ksgWaAn7qfY5SWQL5Ipl0vkij2zqIZ7JU1I1mqurcL7D0EM3DAplbVlvsChW7oEsirfVDiipGguZHCVVx223EHA5l/zNr0tM3klm0sRkNDdKjiR1tnrm8jHG09MYqoxPCOORfeT1HBPpGeK5LFF7nGprDR7Fy3hmApfkZaYwRbXtxmQlINDoaCZoCZJQE5Q1jYVckllLDEmQsBoeMoXKwJQvq+RKKmuba1lI5xiZj/P+PXLvhestahKt7oc4F/szykaGspFDEe1U29eSLI8hCVYsonsxW3Bj1amjMpZ5mWixUscN2lZSbb89cc1A5Wry22hGHkV0kiqP4bG0YJcD2OUAJT2Jx9KMKCgMpr+/tNIvG1mG0j9Y6hpocO7AIYfu6dj3A9M0kWWRDSubWNFWQ75YJprILt4vgSqPg40rm2753rY93bR13TpwBqs9zE3GePvFC8xPxRFEgaFLk+x4ZC1TjhiqoRErpUipeWrtJmFbEzW2lqXvF/QsC6UpTEzS5WlMDGTRjixWLLQH0hFWeOsZTEfw3mMnAUA2WyKfL9HREaa1NcTJkyMUimXy6QLZVJ7BRXlgf0sIyetg3/5e/FVOFsYX+Nt/9x3KhTKGblDIFvmb3/82VocFWZH59O89QfemdqCyqDn2Wj+xSOqO59HeW8++D61f6rpocIQo6mWandU0OaoxMYkUE1hEmYxWIK8X2R5ciWpoNNiDaIZOh6seTMjrJWrtfqyihWZnGPUmprkA5PQSiXKW7aHeSmYgM81cMYHf4qbeHlwM4O8NyViWjds7WL2plYmRBeLRDKGaysT0k+heuBkXYrN8pf8Em6obeWlqgLFMnLlClkg+w5Ptq1hlD3NtaB5FkdmxoZ2O5hDPDpxhYjzKxHiMcNhLLJbFWLRlX+kP8/WBs6iGgYlJs/3uJOZvQABBxCL68Vh6SZcuU1AnCTkPIqDgVNpQjRQ5dRhF9GKVwwhI2OVG8to4AhIlPUa6dJm8NknAvv2OR5JEF6apUlAnEQULomAHTNKli/hs6yhp8+TKQ/jsGyu8I0Fg6b+bfpegx0nQc6s8dTSdo6SWqPYWkKVqBEHBXMykCoulC11PACaS5H/PO3PXwcD/+dHblFSNf/rB3VgXA4KehhA9DZX6W66k8uy5q3TWBvns3g0IQGvYz3Akxl8fOk2d38OO3hb6misT1JbuJqZiKf7D914jcbiwrGPtLw+dAip/enB1J5/ftxHTNPn+6cscuTp+2/P71M61rO9YrL3JAn/4/deXNNodVgvtYT+PrO1mTWsd0uJL3RK+UXurD3jueO1jCwm+/PTrS5MlgEWWCXtd7Oxp4cCqDlyLRCXTNLk8OcdXXzvJ5ak5VE3Hbbeyb2U7n9mzgYDbgWnCN46c54WzV+94TK/Dxu89sY9yWufPvn+KbLEERJenEhZdDstbYzy1reJt8N03RxmYvca/evIAfteNSVJAoMtViWD9liCHrozyjZcyfM186aZtzgHQU1/Noxt6+PrRc3gdNg72djA4/t7+BgvFDN8YO46EgFVS2BJso8rq5EpyhgO1vRT0Mq/O9rMn3MPx6AiXk9NYJYEezzZsUg3PTJ5je3UL3d6P4ZSrmcoXORJdRUEbpcfTzONNT2Di4EzcznhuFIfs4WDtFqbzCkejLvr8IlXWBzm2cIYDNU6GsvM8N30CjyXB/poVtxgEichM5at5bupHKCI0Olt5quVJEmWN03GZrcFfxi4HsYhuenxf5NB8nMncCHZpFU2uELIoMZie55XIMUShihrbWvJ6nsupWXZUd3A6Nk3A5mZToBWb5KfH9xQW8e69Dd6JYknjjeODHNjWzaFTQ+za2M7g+MJSqeBO8Afd+O8gtjM1PEepUKa2OYjL58Dtc2J3WslpRfwWDz6Li3g5Q9DaSJurF69yox1SNUr4izWoRp6cNo8giPgsTRS0BA/XbeJEbJSxXJSwzcPaqluDlPdCa2uIF144z8jIAiYmToeVgM/J0//rJQzDwGK3sOWh1TR01ZLNFpmeSjA8NMfqVQ184Q8+eVshG0EQCNbfGBgzyTwn37h6R5VASRY5+MQGvEEnOa2EKAgErR4CVg+GaaKIEhuqOlFNHUWQ0Bf9EFRDRzcNNvq7sUmVbqSVvpbKQsDQkEUJY3Hboq6iGTqiINDkqCZsrYxLoiCwPdiLbhqYQJXFhWYa6KZxT+qkum7ywndPcezNq4wPLzB0ZQaf38mmXV2s39px1/u5H/TH5zjY0MFnuzdyOTHH7x57gY+09fFPVu9ELMFXvnl0SWb72sgcVotMS2uIibEovioHY2ML1Nb5QBa4GI+wwl/NqkAtNQ4Xx+cm4ccg0guCjGGUlrKDlaztonKkqYEgLpGDBUHCMCtdWrnyIGPaV3AorfjfJRioBAAO0uVLWOVwhV5slkkUT2CVw6hGinjxBD7bhvuykDx0eYSx+SE+ufMlgt7fQ5EbyeR/iImK1/lJADKFpzFNlSr3r7zn/u46GNANgwvjEfIlFeuiD/bN0UuuVOby5BztNYFKM8bixHh8aJJzYzMMz8X4xI419DXeGLjsVoX1rfXkSmUwTc6MzjAwG+XhtV34nJWVRGt1pUPAMEym42kiyQwPre3Cblle96v3e5bOaSGdZWwhweMbe/E6bCykcxwbmOD1yyP8qyf3s6e37Z4i4mJZ49pMlBX1Ida11mGakC2WuDAR4ctPv85ENMmvPbQVRZIYjyb5/W+/Qipf5GPbVtEU9HFubJbvHb9Etljmn32oEky1hHxs6awMkOl8kRfPDdBSXcWm9koq0mFVcFgtWBSDje0NFNVKZuLtgQlmEmkeWdu9lMFoDNyIjmcSaYYiMTTduIWBejNS+SJDkRi7e1up9y+Prv0uO9PxFH6nHVEQ6J+Zw9DeW0M8oxaJFFL8YvtOZgpJ/mHsOB9qXMeFxCQHaldQ1jXOxMfZWd3J5mAr5xOT9Lob2F7dXdGVj7/NhkAzdc4tAMwXo9ikej7W/AFejfTz4swoH2sO8IGGR/gfV19lV/Vqer1NHJof4O2oyv7aKC5lLUVDwKFs4sjCazxctwqvxY5TvrVtSxBEEmUP6wMfZne4i1dm+3ljboytwXYG02U+3LQfSZARRZnBTJChzAyP1K3h+WmRhVIrDY4qDi8c4gP1awhYXcjiKmbySeaKC2hmO5dTF/hssBIsWyQXdc670wi/E0zTJJbMMTIVZXw6TkONj8yPqSIXbgiw7yObGL40xcilKXKZCRo6wvTVtnA6PkhGy9PqrKHG1oC8WBs1TZOCnmWuOIZu6gjUUjIyqEaevBbDKVfjtzpZ52/iSmqGiVwMl2xjs/XeAiGnw8LjH1pPOlNEFATcbhuyLPKhX97P+NUZrpwc5tQrl7hyeZpYQQUBdu/pwR/0IFbfumI0TZNMPLvsXRgbiDAxNHfHc6htCrBpTw/DuTlenr2IR7FT7/DT5AgQLWXYFuqiZGi8NHuBh2pXcy4xjl1SOB4dwi5ZqHf42VXds3TvdNPg2+PH2BhoYzg7h12ysFBMk9fLVNs8rPDUc3jhKtP5BBv8rewN93J4/iqqofFw3VpOxoYI23y030PJZecDvfSsarjl78HwnRdA7xcKuoqIwHg2SaZcos7hYXN1I1m1jK7pfOSRtTgsCqpmIEkCFkUmMZfG5rDQ1xGmttaHxSqjmyZuxcr3Ry4Tsjt5dSpCn//dg+B3g2EWyZaHCDp2LgqbTWGamyjrcUTBil2pR8tn0IwckuigpM/jsfah6gn89q2EHAcYTf0Fqp5Ekm//WwgI2ORaEsVTBOzbyWuTFLVZNCOPT27AIgVJFc+hGZmlEsK9QNUNSqqKYaSWOpg0Y24pOwBgGHlM3mfXwjq/lzcuj5Atlqhy3Zryy5fKFFSVsPfGC19UNY5cHaO7LkQsm+fE0CQrG8JLL2PA5eCXD24GKovc//XiUWYSaT67ZwNt4dunNUIeJ7/6wJZlq97bwWGx8Ikda2it9mOacGkywj/7u+f47vFLbO1qwqbce5/31s4mPr9v49K/F9I5/vnXnue1S0N8Yscagh4nz5zqZzKa5F999ACPrutBEGB/Xzs2ReY7xy7y4JpONnc0sqe3jT29FeWtiWiSo9fG2dBaz29+YNctQeKvPViZRAzTJFd8jXypzBcObKLG9+MxgWVJ5MktfWzrWu5TnyupHB4YxQSKqkoiV8B9l2QjwzQoGRqqoVNt8yDfdgUj4FFsuGQrPsWBTVLIa7fnJHgUOz3eGtyKjT8deJ0PNKzGa3HgkC34LI4lNcdVvgbemh9kd7jSwnQpOUWjM8C2UDtFXV200769+pxmGhR1bdGq99YJSzdNLiWnOVDby0pfPWmtyInoKOO5GBsDreys7lza72w+xVwxzQ8mz/Kx5o0Era73LRVrUWSa6/yMTsYI+l2MTsboaAm99xffBYq1okJ47vA1DNNkzY4uvH4nV7JTpNQckiBimCadZj1Fo8hcaZzR7GWmCgNUW5vo9W5BER2s8D6+pLJY1A2+MnQI0zRRTZ2DNStZ4b13HsXg0BylkkZokfF+/vwENWEPWqaIxSqzansXyWgGQRJZsbGNa9dmGRyYo6bGh/M2jnymYfL8V16je3MH6/atxDRMLp0ceVdZ3rXbOgjWeomk07Q4Q/T66nlr/tpiu2RF/tk0TWKlDIZpklELi66XAg/VrcGl2Jat4k0grRYYy0WZyEVpdoYoGzp7w72EbV7skgW7bOGNuX4O1q5CM3Sm8nF0U6egq6TVAl7l3siYgZCHQOgnP/HfDm7FxndHLvDmzAi6aZBRy/zhmdcQEdAzBk/6V7Ktp4XJSIKmOj9XR+ZY39vA+FiUSxenOPTGVRqa/Oza3cOHW3sZSEaJlwqsC9ZR67z3a9KMNPO5lyho00iCFZ9tIxYpwHjqrzDMEpnyVQL2nbiUTqxSmLHUV1FED4ap4rH0EiscAcCptOJWuojknqfZ85llJMKbYZPrUI0ENrmWvDZJunQRr3U1da4nMNHIq2Pk1GF80vof6z6/H7jrYKDW56akaiTzRRoBVdcpljXsFgVZEknnSxiGSchzw+VvMpbi2myUX9i1jrNjM7x9bYKPb1uztKK9eZA0TXNZBvy9BtC7G2ArtRdBgM7aIC2hKiLJDIWydl/BwDuPG3A7aAh4mUtlUXWdXLHM8cFJWqqr2NHdslRjVCSJg6s7+N7xSxy9Ns6mjsY7CyQJ73Jt72A43Y6rcB9XdMt+7BaZvoYarkzPkSmWWFEXIjl759XTzYiVsrw1P0i8lKPG7r1FIvd+4ZStGKaJaujYb3nvTNrcIWKlLCOZeQAyWhGfxcFCKcNfDr5FjcPL59t33nI2JibX0hE0UydSSNHrrbvFZtjAoGxUhJkEQcApWchrJQSgxbW8vdTE5GpqlpDNjUO2vq81WdM0CVQ52be1630jf8XnUpw5dJVCrogkiQxemKC1t56YksJncTGUmabVVcN0YYi3Fr5LwFpLs2MFKTXKnuonsYqVHmhZuEkBFJ2doU4GM3NcTc8ykI4QsLqoucf6biZT5OLFSaoW7XwXFjLs2d2Nli2SjmeZHp5j5NIkWx5eQ0dnmI7OMONjUVRV406+yrlUnnKxEngWi2Wunpu4I3HQYlPYsKtrSezmYnKCSDFJyOp5z+c6Wsrwwsw5Ot01bAl2LNveo9iJFJKIgohVqrQXvjJ7kVZXNbvDK5a2E4DZQpJYKYMgwHQ+dpsj/Xzj8dZeHmjovO1nM3MpLl6cZmQyxth0HNMwKZZUBKFizCOKleyyoZuLnjFlclqZS/EIADtlhdq70RnQDc6cG2dFT4Cw/QnOnL+GVWpifNBLfm2Cnp5u5q49yNtTp+nr3kRK68DebTI/8ACC/Rqnzw5T79+Je4PB4eMaBl7U1Qs0t36YnDpUsRZS4eTpUebn03R2hJmbT1LbvIWL/Rbc/ifJGjVcvFDH3t0dRKdUpnMp6ut8+OXHOXc2xu4tBhYpSJ37yaV6fypX5K0ro3fklp0fm8Ftq2gbFEsnULVxVHUUE5Vc8U0AVG0UWb41K3Q73HUwEFokMMQyOUzT5KVzA/zd4bP8ysEt7F3ZRjJfQBJFqhZX7KZpcnp4CsMw2NLZhM0i82cvH2dsIcHKxnvXsH8nbjfx3WngvU7Yy5VUXDbrkr/2j3Nc3TCZiCYZnI2ysiGM3+VgIZ1jPpVlXWsdHseNwUgQBGq8bgJuB0ORGGVNx6b8VMQf7wLmLfcyWyzznRMXQYC2kJ+ypqPfZWthszPIL3bsoqCX+aOLz9Po9FM2dHTTpGxUbH9vny14d8wWklhEeclX4Z2wiDLbQx18a/wkQauLoNXNxcQUQaubB+tW8tb84G2/Jwoie8LdfKB+NadjY7waucITTcujdEkQcclWYsUspsckWsritzipsjoZz8Ywqo0btUUEdlR30OYK8YPJs/xSx3Ivih8HqqZz9OwIuUJ5KZgM+V20NAQYm45SLN2aDgz4nNQEb5TQ3vlb2102Vm3twOG2YbVbUCwVPlBHtkRRV6m3B7BJFtyyk2ZnJQiYLAyQ01LktDQWi30Z30dYJEE1u4L0+RpIq0XGcgsky/l7DgbaWkP09NTicdsruiaJinBWTNUZPDeG0+vg47/xKIH6KtLpyip9eiaBKArYLLfec0OvGCddRzKaZXps4Y7HD4Y9tHTfkEpf5WtiTVUzP5w6RZ2jiqKhklELS9mT2UKCaClDyOYhaHXzcN1aXLL1lsDBIVuZzsfxWRyICLhkGzuruxczacvHpuHsHKurmpEFkeHsHIZpktdKZNUi9tuUvn7eoJsmbov1lo4s0zQpelQ8LhuxZA6HTSGeyrOivYb+y1NEF7I0NQfYsasLj8dOUdf46pWTCELlXX+wsZMVVdWo5fcuXwqCQCSSwumwIEmrMTMhNmzvZHb0PG2tIa5dm6OYruWpR34TTHj+xQvEokWamkLoWoCehj7WrWlGUSSMUjVbNrdx8tQo7W2b8dsrJc1UNsfQ0BwPHFyJ3Wbh6LEhFLmGa1dm2Lh+BWOxEhNDXtQNzaTiEUQjR0N9FVbamJvKY24GRXJTZduwdN6ZYolD/aPkS3fu5FrbEkaSQqRyf08lfKzcj3j6vy1uoWGz3l3W4a5HqSqnHasiM5fMouoGR66NE0lkOHptnF0rKkx9myLjsVcmwZKqceTaGK3VfhqDviXhnZNDk/Q2VN/3iimSzPCHT7+B9SYpTYdF4XN7N9JwU+3cNE2yxRLJXIFsscyL564xEU3wKw9sxW69v6zAi+cGGJqLgVkpgcwm0rSFA/zKA1uwKTKFskq+rOJ3OW5Z+VsVGZfNQnKxFfLnIRhQNZ2/ev00z565QWQUENjT28rjG3qXgiZV17kq3HnQvBnRUobXI1eJlTJYJJkuT5jDcwN8e/wkiVKeRocfm6wwkllgppDEnbHR7g7hkK0UdJXD84P4LU4aHFWYmEzkYvxw8jxn4+McrO1FESUG03PMF9NcS0eosd9IFa7w1qKIEmm1yCpfPYfmrvHNsRPktfIdMzGGaXIlNYNNkjkXn6TZGUASRBZKaV6dvYIiSqz01bMt1M5z0xeIlrKcT0zwkaaNBKxO/ve11/j6yDH8Vhf1Dh9QMZraWd3J5dQMx6Mjy8oIPy6u6x0u7U6AYknlL757lFgyR7XfTbXfhdtZqa/3ttUgqib5fImW9moWIileeuYcLreNg4+tweW2Y79NSn00N0fY6sMm2ZAFCZ/iZ3foSYp6jrnSBKPZixxa+A6tzlX0ebcxkz+Dx1KPR6knrRZ5Y/4qD9euwiJKdLlrkMV7D8CtVhlVMyiXNc6dn8BikehqD3P8xfPks0W8ARenXr2E4nFgra48B4Zh4hLh737v7ykXlgdHJiYLUzE2HKyQbeemEyRjd7aAbmirpipYWXn6rS7OJ8Y5unCN7aEuAlY3l5KTPD99lm2hLnaEujgRGyZk89DuCjOUifDK7AVq7VXLOAOiINDqqqbG7quUBCQF1dQ5Mn8Nv9XFvvBK7JKFNlcYE3BKVnp9DUiCyLnEGFZR5lJykqlCgv3hlfd8T3/aeGligFaPn3XB5WZ0qqHz9YEzWBdEwnZXZaIWRSyKRDjsZfBahLlIktMnR+lb1cjaDc384opNDKainFmY5rXpYcqGTq/7vctkoihgtyscOz6MCdTXVWGzKiiKhKJILEQztLaGqPI5KZc14okc8wsZdm7vYmRsgYHBOXTdZO3qRuYX0rzy2mXWr2tZ5unhdtvp7q7l8FsD9HTX4nbbmJlNVgIIw2B4dIEqn4ORkbsbR6HCg/v3n3ro3a9NAFHYuFSiux2EOzi4vhN3PSO57Fa8DhtzqSyxTI6xhQQHVnVwbWaBdKHIfDqL12HDaa0ceCqe4sr0Ah/d2ofDqtAQ8NEeDnB0YJyPbV+9tN29QtMNYpkcFvmmYMBqWdLRv45Uvsj/+40focgSuWIJE/jM7g18eNPK+/YwKKka6Xxp6f9Lmk6+VCaWztEUqDhZmaaJIt868AkCSKKIqmoYPw21j7uASeU+vfN2zCQzxPIFmoM+AMaiCeTCnY1briNkc/NI3WqG4jF03WRv1UpkXeELHbsZyERocQZZVdUAJgwkovjxopUhq5bwWRx8uHEdI6kYQ9kYYZuHDnc1e8LdKKLE5zp2UG+vYiQeZ7aU5mBtLxZRpmRorPTWM5lOMZ/N8/n2nSTLeQJWF1/o2MPzY5cJu7ysDzbdNrG7JdiGN21HNQy2BtsJSV7imRLrPG2ouo4AZMslXIaLVfYWxmIJ1rjaCMleauwuvtS1n+dH+xlIR1GqrFQ7XOyo9mKTFD7RspmxdJyRRIJmn+8WSe17hSJLbFvXyuru+mUDkWGY/Pqn9jAZSTCzkCKRylcCTquC123n4pkxZItEY0uQV58/TyDkJpMucOb4CLsP3n5CKeplouU0Dr2ETbJQbfOR01JktQQhawPNjhUU9CyqUUISLPitbYxkXgNAFls4F4+wUMws7W9NVSNbgu33dL1Dw/MIgoAkiUQiSXTDJOB3sevxDVQ3BpgZnWf00hT1K+qZmE3S1lZNW3s1hWyRJ3/jAxi3URMURIGGzlpM02RmLPquzoSt3bUoi0TlJmeQz7YvFwj7fPveZf/u8d5wWnyyactt9ykJIuv8LXf8HoAdC1uCFZb/1tCNFPuOUIUPszFwb/fxZ4lYKcfha6O8MbPcVVAzDM4mZngi3IuZMYkmcshSJcNy+cIkm7e209QcpFAo88Jz51nRW4dVkai2u/hcz0Yi+QwzuTu3g74TDoeVsqpjt1V+T00zKKsaZVUn4HcxNrZAfa0PURQIBlw0Nwc5dWaUqionq/oa2Li+paKrU+2hpTlA8R3PjWmadHWE8Vc5OXlqFIfDwtxcGq/XzvxC5T2orfUxPhGjOuSmUFDJ5UoVDxhNJ5stYrNbsCjS0sJBEAQUSSRbLJMvlfE4bIuLSAETk8mFJNFMjvVt1QiL0uemqaHpM4sWzIAgIUt3R7S862DAblEIup0spHMMRWLohsH+vnbOj88ytpBgIZ3D73ZgVWRM0+TMyDTxTJ5jg5NMRFOYpslsIk2mWGZ8IUFvw/2VCur9Hv7wkw/jv5nEKAi3pP6tisSuFa24bBaeOX2FuioPH9u2Cpft/lNrj21YwWf3VtI4hmEwk8jwH3/wBv/+u6/y3z7/IRRJQhLFJU2Gm2EYlVKFRZZuq8j1s4BFlvjSQ9vY2tm47O+xXIHjwxNL2QurLKHfRfzkVmzsDHXxzWPPEs8XOGFdoKRrbKiv55c2biBgr0y637xwke/3X0GRRHTDRMjb+ORqH1tD7cTiGoeHInymK4zTYuHh+htyo/F8gT98/U1+dctmDjTdEPowTZOL0wv8n7de4Y8feZgWfxDTNJmMZXjz8gx/8OADNDp9tz3nNneIVleQhVyOPzl+gotzp1BECcM0+cfbtrCzsZnJVIpv9Z/j0tw80VyODfUaPslFjcuFZMg8d3YMqyxxVo5TVDX2trXSsiFAjd3L4FyC/3D4df7rBx7FZ7/3XvubYbHIrF1xa/1PEMDntqNqeuU5U3UmZhNEomla6vzouoHDYmM+kiIZz/HBp7YwPjzP4JWZO/JM+rwtVNt8KIKMbupk1Bivz/8DsmBBFCT2hz+OS/YBbnSjzELxCkFbD35rG1nVYJ3fwkN1N367d6a/7/Z6Bwcj5PNlDh5YycBghFQix9DRAQ58YhsnXrpIQ3uYp//mEPs/tpWrV2epqfVhd9ro2tBKYi5FZHSefKaAzWmjtrUaf40PURIxDJPZydhtAwaoGBI1toduy83QDI2R3Bg5LU+Do45YKUGzs4HJ/DR19lqKepG8XqDRXs9sMUKVxYddspPT8qTVNLX2WwfnmUKEyfwUAGFbNbIgU2evYbowU9F7KMexSzZanS2M5SYo6AWqLD6Mn6CF2PsBAQGnouB9hyurauiVZ8KsvL+GYaILJqYJPp+DC+cmiMWyZNLFCndAgm8NXQCgoGsIwNbw3ber1tX6MHUDEXC4rAwORtA1g5GRedpbQyQSOd548yoremppavDT3V7NmTNjoBtE5lK8fugq69Y00dURprOtmhMnh8llSzhdVspFlUQ8y/ETIwiKxNrVjaSTeUIBFw6nlbmZJBvXNNLZVcuFy1MYqsGli5MsRDOs6q3DYbfwo5cu0reygRUrbmRQTNPk6NVx/vLVk2QLJVqq/Xzp0W34XQ5eOjfA996+xMPr2mgNfQ+bZSMO23Z0I8pc/DcwzBwgYVIm5P03OGy73vMe3XUwoEgiNVVuZuJpzoxM0xDwsrIxTI3PxZmRaWKZPGGvC1kUKWk6b10dx+OwYZUl4tlKj3rQ42Qhk+Pk8BQr6u+vVFAxaZCwWd491W+3WPjo1lW0hKqoctr5ny8e5fXLwzz+Y2QGpEWhocV/0VpdxcNru/mD777K1el51jTX4rJZmU9l0XRjWYYgV1JJ54t014eWZTV+1rDIt97LsCSxp6cVURDx2K2EPC4ujL23zgBUsg1FTeMz69dyoL2dsUSC/3rkKH96/AS/vWsnFyNzfP3cef5/W7ewvbmJi5E5/suRI3QHg2xpbEDTDfKqetshzsQkr6q3ZIEEQWBLYyPfvnSZV4aG+cTqVRQ1jW9fusS2xkYaPO/OOlYNg6+cOs14Msm/O3iAGpeL+VyOameFDNvo9fI7e3bz9+cvcGh0jH+1fy8ORQFBwDBNDNPkt3bsYEV1iLMzs3z5zTfZ0tjAhvp6NOPO1/N+IV9U+eO/epXJSIKQ30V9tY+WOj8ep41glZOQ1cqz3z7JsUNX2byjC6fLSi5XxGpTmBqeAwQURUKQBIr5MrIsEfEm0E2Dol4mpxcxzQiNjm42+h/gROxFIoVxOtw+AHRTxSZ5qbGvAQRQVGpsPi4nK+ZWJhC2eWhy3ptlc0d7NaWSitfrIBh0ky+UcTus9JdUjjxzhprmIL1b2jny5hWmpuLkciWOvDXAli3tnH35PD/66zcRRQHFpqCWVHTNYN/Ht3HgUzsxTViYvfPK0mKVCdX6bjtGzZUWGMgMs9Lbg2boHI4eRRZ3cWjhKA/VHGAwM8x8aYGPNHyQK+lB+rw92CU7STXFYGb4tsGAS3aS1wtL5NX+9FVqbNVcTPWjmzq1thoixXk0Q2MoN8o632q8ioc08Xu6pz9thOxONlc3suYdZYKyrpPPlYlO5QjZnNSEPOi6garpdPXU4nLZyGZLVFU56emtQ6XS8fNwUxd/P3CO/Q0dtHju3qMh4HNw9kcX0FSd5u5adN1g3+Y2XD4Hp1+9jMNppaUzzPRAhKauGiKjCwy+eYWdj63jqSc3L2Xi6uuqePXbx4lNxXl5PMrOD67n7JtXiEVSBGp9bNjWwdsvnKdc0mjoCNPZ18DM+XHOX56kttpLXZWTt184T9BhZWVLkJf/9i0e+/xuBs6OU1213JAonS/xd2+cZmtXE+vb6zncP8p/e+YtBCoZ3c/sW8/2Hh/p7H/HYdsNgGkaIMgEvb+PLIVJZr5KSb36/gYDoiBQW+Xh4kSEs2MzHFjVgcdhY11rPSeHJskUSqxprq2wXuMp+qfm+NDGFXzpoW1LF5gtlPitv32Wt6+N89Gtq+67VHAvEEWBh9Z28crFIb526Cwb2xpoCHjftxqupuvXtX/wOe00Bb2MzMVZSOeorXIvkbbGFuLEswVWNoTfVwnJnwQKqsrz5wfQDQOLLOGyWriX8EVAwCrLeG02VtfU8MVNm/gPr7/OU6v6eHtykiaflwMd7TgUhe3NTTx/7RqHxsbY3Hh3rNfbwWO18onVq/ib02c52NHOQDTKbCbDb+7Y/p6ZmJl0mrcnJvhnu3ayIhRCEAT8jpsEmwQBSRCWHCqld6hOCoBdqVzvmtoanIqFWL5w39dyr7DIEg/vXEG+WK6stK5/YFYkwzs7wzzx6W1omk59YwBNM2huq6a9u5bpgVkADN1EkkVUVcdqU0g5skwXopR1FUkQqXeU0Yw8s4VRykaRSHEEm+TAKXuwSzam8idIliuOfy6lCYtURapcYCS7wEh2nodqV91zMDA9k6Qm7MUwTGLxLJqmo+o62z+wjvnJGD0b2zEMg6e+sJeGjkrroiDA/PgCr//DUT71ux+mfXUzkiKhazqTV2f4h//vB3RtaKemtZpULHvHY9ucVjxVt6q+AXgVD7IoM1uI0O5qxSk7mC7MYpfsFPUiaS2NXbITLd39RO1R3AStgUXXx+Utw7qpM5IbA6DV2UxeK3A1M0irs3lJJOd2ME0oZEukE3fmRfw4KObL8B5h7oONXcuyQtczUYoo8svrtiKsFphfSNM/HCG92OJ55tQYa9c3Ew570XWDH71wga27OwnanByeGcNvczCQXEASRDZU3V3LajFXIpPM88DHt1JV7eHIs2cp+p3YHFbS8SyaqjExMEu4KUh9Rxhd1bl4dIDO1U3LSnIA5aLK9kfXkopmOPPGFcollfV7VlDfXiE0JmNZDj61hUDYh2yRaO9rZHY8ij/s4dm/OsTqHV3UNAcpF8rkMwWunBohlyqglZd3DcQyld/tyW2r8Lsd1FZ5+H/+4gfsXdXOUztWE/I40Y0YaUwEocL7kUQvPtcXsCmrEAQnkujDNO9uLLrrYEAQBOqq3MynstgUmb7GGkRBYF1LHd87folCWaV6UWPg7OgM+bLK9u7mJfliqAxaWzqa+M6xi0xEk6yov3cnM8M0yZdVbO9gWFokCVm6VRoYKuTHX9i9jn/5Dy/xzaMX+CeP7rhtXf+9oOoGxcUSgG6aTEZTPHfmKgGXg/aaADZFZt/Kdv7Ts4f4/snLfG7vBmwWhXg2z3ePXcJtt7Kzp+UnLgFqmhX56Nw77pFVlpckka+jqGq3bLeQziEIUF/loX96nrV9tUyM3t+AIggC7X4/kiAykUwymUzS5PNhlyuPniKKNPt89M8voOm3b6G52+Nsa2zkuavX+OGVq1yem+Phrk7q3iMrADCTrtT02v1+TCBTLKKbJhZJwqEo7/l7mZhkSmXmszmOT05iAi1Vvvu+ljtB1w0WElkCPueyZ12WRTqbQxy/MIbDZmHLqhYAjpwbYXwmQTGa5/Arl2/ak0Bja5AHHluLbJE5+vx5dE2vtHRJArs/tIF1vg5mCjFcip2SrmKTclxJj3MheRjD1EGAC8nDNDg66XGvo8a+hrC9UhYwTZF4eYHxXIyA1cne8G7qHffmtAcQjWZwOa2kMwW8XgfJZB5DN+nqqqGh48bq2uVd3nefimXx+F10b2zDclNZsH1tM6GGAPFIEn+dn9y76AvY7BYcrtu3JzokO3tDO7iSGeB88hIe2c1sIYJXcRMpzpNWs1glCxP5SSpPx42OHZNKJum6MNvtICKimhplo4xm6lhEKys9K8jpeaYLs3gVN9sDm3HKDvq5vSIrgKZq/OUfv4D9T1694zY/DrKpwnuaHdkkmbFMgplcmg5vpXz3+swwdklhrbuWZ1+4iNtlI5Mr8eGDq2mo8TF+bY7oQoZAwEU2WyKVzGOTZdaH6jgyW7let2Kly3f3waUv6Gb9nh4OP3OGupZQRXHypnNXyzqj/dO09TUiSSK6+u5jkSAIVFV7GLk8ha4bHH/5Ik3jtWx5oI9NB1Zy9PlzVDf42fbI2qXvGLpJMV/C7rTy0t8fpboxQG1ziEwiTzp+a2CqLgrHFVWNVK5Q8fxx2dmzsg2rLJHOF1FkG7JURyb/fWR3LaLgwWl7ADBQtUEK5ZN4nZ+9q3t0T5T2kMdFUdWo9rhoWiSXtVRXVex/M3lCHidlTeetq2PU+z101YZuWUFt7mzkG0fOcWp4ip660D1PjNPxFL/z9RdQ3sER+Ni21Ty67lbPbFhMI3c2sae3jWfPXGF3b+uS0t+94Ien+jk9UqnrlTWdmXga3TT54oHNS0qJD67p4vjQBF87dJbLkxXTpYGZKGMLCX7lgS20he9tdXQ/mEtl+b1v/GhZOUIUBL54cPMygaGypvO/XjjC3765vJ7XEPCyY0ULsijS1xAmWyz/WKRHRRKRFstHJV1fcn68DossU9K1+1BdXw67ovDUqlX861depcbt4pGurrsqCZV0DUkQsUgS6WKRL795iIFojF0tzfyT7duQ3mMfRVXjP7/1FiCgGQa/uWM77f731gK/V5imyeXBiqnL+t5GQn4XsiwhSQLffPEMqlrhDFwdnSedKyJLAk8cWEO1x0m41re0H1XVeevVfk4dHWTj1g62P1LhwIiCgCfgItwQ4HxuhMn8PIZpErR62BbspdW54vbnhYEkWJkrXMAmVZFVc7y9kEIzDUQBjiwMstJbz4ZAyz1dr6JIHD4yQLmkoVgkTBMefuhWy1rDuGETDuAPe0nMpzj23FlWbu/CYrOgllQGz4wyPRQhVO9HVTVK+Tu3bNnsCpY7dB0lyknOJi+gmRpNjkZyWg6bmqZK8ZFUUxwI78Eju7iQ6kcWZU7EzxC2hmh01LNQivHa/Jus9PTcUi6wS5X30CU7ccsuXps/TMha0du9krmGgMhKTw9JNcWx2Clq7WGMO+gpQGVRMD+TuOPnPw1cSy7wH06/ilO24LPaUUQJ3TBIlApcckT4wKZupmaSLMSzXB6cxW5TWLu+mVdeusSpk6Pous6atc2gCLw6MsS++nY8FhuDqShvTI/wwYZbTYJuB03TqW7w43DbOPr8eRo6wsxNxshni9gcFiRZ4oGPb2P48iStK+qw2BTKJY1yScXmXK4XYpom6XiWyHiUmuYg0dkkfVs7qG+tRpREgrU+Nh3s4/APzrBhb5lSUaW8SDj0hTxExqOEmwIUc2Vki0zbygZ++NXXbzlnQYDpWIrf/uvnkEQB3TCYTWT4g2+/ujS2P7iui49u+xzR1L9jNvbLWJVeRMGBZsxTKvdjs6zBYdt5V/fonoKBxoCXj22tSOx6HZUH1+uw8fHtqxmdi9MQ8FLWdLrrguzpbcXnXD7JCIJAd22QT+1ci8tmQTdMIqk0NkUm4HLQ11RTcT7Udfqn5lBkiRqvG5fNgmGaNAS8tNUEKoZHPg8WWaKoakzHU8QyOYqqhk2Raan2017jZyKWxKpI1PjcyJLIjp5mxqMJXr88jEWR8NhtNAd9TMVSpAqVVYIkirQEqyhpGtOJNJJYYbg+vnEFhZt6WmVJZE9vG5s6GuipCyGJAtlimWgmxxNb+qj3exmcjXJubAbNMPmFPev50MZepEULymgmR32VF1EUcNusPLZhBV11QWYSaTKFEmGviyqnvcI1KBSp9VVKDg1BLzukFgzT5NLkHGDic9ip8VW8rzd3NGKVb/1ZRaFynOtoCVXxkS19t9Vkd9gqQlKb2xuXfrejF+bv5VFZhkypVIlq7XbcVivpUoVFKwlCZSVeKuG2Wt9z0n0vCILA6powtW4325oaCTruTqnNZal0oxRUDb/DwZe2bOGvz5xhLpu9q1q/VZb54qaNaIbJX54+TaPXe9+8lHeDJIns2tjOifPjfOO504SDbrqaq1mzop5MrsSvPrWTYknlj776Mk8+sJZNfU1YFQUwcbqXv4vzkXpmJmLks4Wl1Y2hGxRzJR785Pk+DAQAAQAASURBVHbiZHDJdkays7S5am8xT7kZql4gVR7HIrpIlMZocu3lo01deBdti3XTIKvdu2xyb289gYCLubk0kiRSV+sleBuPhcnJGPNzaboXa83Bej+PffEgz/z5K/zwT15CkitlAsWq8NBnd1PfWUN0Lk35XXrULTYLknz7FHyVxcfO4DYEBCyigm7eWEXqpkE5q6EXDHqEHkxMNEVDNEWUvMwe2y5MTCx5hVRh+WrQb1Ym/oJWZlvVZnRBX9y/gWaqFftiQaHeXoeBjoj0rpmBnweci86wLVxpC/z+6GUuxGb5/U0PsFDM8YenXsNap7BxVRPdrdWMz8SJJrJ0t4b52Me3kMuVsFhkHA4LRV1b1FhQsUjSoq383aNcVDn/1gClYplNB1dSXe/nxCuXmJ+Ks3FfL9FICn+1B1/ITXw+TbmoYrVbGL8WoW9rxzIiaU1zkOGLk9S2hFizs4uLbw/Rf2KEqcE51uzs4tLxYYq5EhsPrEQ3DBam4xTzJRILabY8sIqTr16iVCjTs6GNbCpPa289G/evxO5a/o7W+738q48fRLsDyRWgtsqNVakiXPXfyBffoKReQjNSSFKQgOe3sFu3Igi3L3e9E/cUDFR7XfzmY8uJCJIo8sTmvmV/+7UHt91xHx6HjS89VPk8Vyrzn587THPQx68/tJ29vW2EPE7+5tBpqpx2iqrG1s4mDvZ18ML5a0RSGda11VNSNT65bQ31fg9/8doJEGFoPsZfvHaCL+zbVKmlYHJmdJpnz15h/8oOdve0MJfO0lkX5OToFAYmnTVBan1uvvLGSTTdIOB2YJVlnti0ktOj07xw7hpt1X5i2TwPr+liT0/bLfUjqESKE9EkX3njJJIookgSzUEf/2j3Ov7PS8coaRrjsQTfOHqOz+7ewEQsyTeOnud3PrQXmyjjdzv4x49s55WLg/yX5w/jdzrIl1W+sG8TyVyBVy4N8VuP7kSWJEqazpauRmaSGf7PS2/T11hDJJVhZ1cLH9ywgg9t7OVDG3vf87dc3VzL6ubb19um4im+/vY55tOVwcptsyKo9/byXb8vumlyaGwMh6LQHvDTHQzy3LVrpIpFqux28mWVawtRNjbU/9itdwCyKGJXZJwWy11nfho8XqyyxMW5OZp8XpqrfAQcDvKpu2tdEgWBeo+H7mCQo+PjfO3cOX5v757bBmU/DjTd4I3jg5TKGp/58GYCPieSJFIolklni7x5ahBNNyorr1SeN04M0lznR1FNLp4eW9qPWtYZG57j4Q9voLrez6OfqawcTBOOPHuWhZkE61Z2kCpnaXHWYJWUd1XcEwQJQZAo6AkEQWQmP8KxqE7bYg94TiujGhofbtxwx33cDvlcicNvDeCwW9A0ndGxBT7wSMUFcn4yRj5dwF/jo6bGy9xciu9++wT19VVs29HJ5kfX0b2pjdhsEl3VsTos+Gt8uKtcCKKAruno7zLIKoqEeIfnURREbNKNwFoWbvzOpXSB//Wvn2ZsIHJP13ozgjUefuMPP0ZoMZsjCiLKTUO19SbhrZ9swfHHR1YtU+/04pAt1Dk8TGdTWCQJj2LFUA1OXBrDI9iIJbKMzyR4/OBqBEHAYpGxWG6+ZpkDDR2cWpimoJUJ2V3sb7h7kyWnx87ej2ykorhaWTgc+Fil/VMQBAK1PkwTgvVVSyWclZsrLZzXux0q28K63StYt7tnaXzZuL+XDft7l76394mqJZM8gP0f3bx0HNOs/Ht5poGlc7m5u8dhVdjUsbzTyzQrJadkvsjATJSFVI6Waj+KXI/H+anrWwECpllA1UZBULAqXe95j35myjfXJ9DrBkSJbIGA28H5iVl66qr5hV3rFvv2K4PgqZEpntyyinXNtZQ1HVmSOD8xy3gsyb/88H4USeIPf/A6l6bm0A2Dzpogv/HoTk4MT/L0ycscWNnO53ZvYDKW4r+/eIQvPbANj92KZhgIwFNbV7P2psnx+NAEG1rr+cW9G+mfmucrb5ykuzZEXdWtNWhNN/j6kXN014b46JZVyKKIZhicGJ6kqGn8yyf2o2o6f/iD1xmMRCspc1VbJi+cLhR54fw1/tHO9axuquE7xy/x/LmrbGxroKRqSyvUsq6j6QaGYdBa7eefPLyDi5OzfO2tczy4uvMWA6f7gVWR2dfTxrqWCgNYAN4cP3fX3zcxmUimODE1xcmpaV4cGOQLmzYQcjrZ2dLM9/v7+ZPjJ9jb1sap6WkSxQL7226YR2XLJS7MRrAvtjb6HQ6avBVBKcM0GY7FcVkqA6IsSnQE/NjvU14aoNrl5OGuLv7y1GnKuka9x8NIPL5UilJ1nXi+QKJQoKCqzKTThF2uSkfBzfdNlvn02jX87o9e5sTUFDubKyWZvKpyMTKHe5Ew67XZaKmquvfsgQkup5U9mzuwWhQKRZW5aIag38mmvibiqUrHx9qeBmKpCsejyuMg7LDj8tixLfZYS5LI+q3tNLUGmZuMc+zF85XMgGGiazqrtnVSZfUQst6dYqAs2Ghz7SOtThMvjaAjYpWEJbVIw7xV5fJuMD4RpbMjzIb1Fbe/117vJxJJMnVxkqmhCG6fg8Rcmvq+Rky7lYceWU1VlRNFkTj1o3O8+o0jiKLA7o9uZfPDa5FuKpuZhnmLvPfNEEThviSfdcMkMhl7V/Oj90KpUF6mlHgzymUNSRKXJJJ/3mGYJudiMyiiSH9inuF0jGfHr1LUVEqizuqOeqJT2UqmdUsnrQ23L6PmtTJDqRif6ly79DcB7kqBEODS1RnOXZrEYVdY29dEa1OQ1966SnNDgI7WEKMTUc5dmsTndbBzSweWxbHHNE2i8SxHTgyDabJ1YzvnL0+SSOao8jnZvbWTYknlzbcHeXBvLxZF4uzFScanYtRUe3C77Jy/PInLaWP96kaOnxlDFAWqvA42r2/l1LkxYokcq1bUk84UaG4IIMsig8PzbF7fiiAsBiOmSSpfZGB6gbevTXBpIoKuGzyxbflCvBIAjFEov02++Ba6MY/X+fmf72AA4OzYDBvb6okkM1ydXWCHu5meumq+ceQcP7owyMbWeoIeJ6ZpsqK+mmfPXEHTdXobwlgVmfGFBC3BKnxOOwLQHKxiZD5OfZWHkqYRTeeYjCYJuZ1LDPDrL/jNNcaypvPq5SGuzS7gslrY13tD1EMSRbrqgrhtFsajydsGA6lCkZlEml/YtW6pN18SBUbn43TVBHFZLZiWir/DWDRBe/WtD3wiW8Awoa3ajyJJrKgP8Y2jM6xpujNbtqxpRDM5xqNJgm7H+7KyhoqBVJXTvnx/dzkwSouEwaPjE5yenqbaqfDbu1ayuTGIaeZp9nn5vb27+cb543zlZIyQ08W/2L2LVn8VhlnCYy1ikXT+9MSJxdWowfamEJ/bsApJUGipcvPS4EVeH6locLstAr+792EavDf82VurPATswpIxkWkaGGYBUbBjmiUMs4gkugAZ0yxgmHme6mvCJgu8ODBISUvhsYo80LEKUYDxZJqvnDpVKRuYJv/j6DEe6erkwc4OLJJETyiIYzETsSIU4oMrejg5Nc3mhgY8Vhtem42vnDq1tLpeX1fLl7ZuQbxHWWxV15mYSbCxr9JfXSypnLgwxhMPrOGJA5UV8/WVQypbZGhiAVEUWZhPY3dY2Ln/Rsbo0tlxzp4YYc2GVpq6ahm/NoskC6ze3oWqasTnUvjDdxcM6GaZa+nn0IwiFtFJm3sPbqVIjc2HtNh+mdPfW7TqFphw9tw4Q4sTaypdoLHez9xElMe/uB+L3cLs6Dw/+vZxalc1k80Wqa31EZ2K84M/eYntH9qI3Wnjhb98nbq2MM29N3WrCAI//+vqW3FtZA5NN/C67bjfkVb+eUSHN8hIOs6RyBiGCV6LjbcjY5hAjeTm6efP47c7qK32cOHqNKIg0NF8q6qgbpgcjYwzd1NpZUVVNRur6m7Z9naIJ3K0t4Rw2C1cvDJNwO9kcGSOQlGlrsbLoWOD7NvRjcdlu4VkPTgyj92msGltC3a7hXgix/ZN7Rw7M8LUbJJMtsjoRJSZSBJBEBgcmeOh/X3Issi5S5N0tFazureBsqpRKJT5wAOreOHVS5y9MEEskWPbhjZee+sqa/saOXNhAlkWqQv7QIB4Nr8UAPRPzpHOFylrOr/5oV30NoapctkxjDyqPk6hdIx88S00fQrdiFLl+jUctn0o77c3wfuNfFnl9Og0WzoasSoyx4cm2NbZxNrmWhwWhdf7h3mjf5jH1q9gV3cLH9nUx6mRKV67PMzz567xi3s3ouoVEZ/r6RmLLKIuRtSXp+b48g9eRzdN/sWH9r5re5kgCDgtFjx2K3bLrexxURCQJemObHdNN0Bgydr5OlRdX+qmMDFRJAlVu31qUjdMxMX2Naikuw3DXEbcM83rq5nKNldnFviPz7xJSdX4nQ/tveUhvl/cfB73Cpss83t79ywypgWK6qtkCl8hka3DMAv4HI+zOtxE9dZhqpy/hlV2LGZSFohm/pJWb5p/v99KwPVZFClEMv8CJfVFFtKvYVO6+d3dbWRLMwRcT5LMPY0sVVHtvlFHlkWRX93cSK70KrAKEDDMLNHM3+GybSOZ+z4mBopUS9D9GVL558kWjyKJPh5sC/NE78eIpP43kpBHkQZJ5ydo9D7E7+3ds4w/cF3kKuBw8G8PHlj6tySK/OKG9aiGgUWSWFNbw599+PFl35VF8b4Ct+sdMP1DEerDPq6ORLAuplINwySdKzI8ucDJSxMMTUapC3k4sKWbmfk0Vf7lhi6GYTIzGaeu1stI/xQdq5owMTn56iXUssaej2/EHXIBJpqpY5oqoiBgFR2UjSIW0YZuahSNHE7JS7v7AInSGMnyGPPFAU7GVIqGSrurmnZ3NYG7MJR5J3p762luDi7dO0EAGYFj8Sw/+PPXEITKynBsZIFV+/sYuBahttbHwnScUH2AB35hN7IiMT0UYfzK9LJgQBTvzIGo3B/jPZnyPwvoukGhUK7og1jfffgWRYHe9S34q38yjoWRqTgDFybfdZt99e3srWu77We6YTLeGieVLlAX9pJMV/xt+i9PMz4WBUBVNSwWmY27O2hy+3io8cYK16ncfWu6bhicPz+F3aawqqeeyekEVqvCTCTJfDSz1Db8/KuXeORAH35fpc4uCAJd7WHeOHKNt04MsWNzO4WiypmLE2iagc9r59T5MUIBF9eG56jyOmhqCBBYbEs1DZOT58aIxrOsWdnAfDTDS2/0oxsGmq5THXQTDnkwTZO6sI+rgxFKZY0927qYiaf5N3//EtlSmR09zfzqw1splFW+cegcG9obcNos6EaKheS/paRexKKswOV4DFkMk8j8d5z2h+86EICfUTBgmjAZTRLP5hmPJilrGlOxFIlcgYDLQU9diK7aIMcGJ3jx/ABb2huxKTI7u1vY0tHIX75xmiMD49R4XVydWUDTDURRYD6dW0ptr26q5Rd2ruN/vfT2oiLgjUn0nVAkkW1dTaxtvjXKNE2TRK5AIlcg7L29ZbDLZkGRRKZiKULuG2SNak/l/HTDQDdMYtk861vrb78PuwVNN0gXinjsVqKZHB6HFafVQknTFoOFSlvldV+GlQ1hPr9nI//7paO3tAf+OLie0r1fUaibU/YlNY/DupGA85Oki6+SLR7C4vo4mFEcioS4aC2cLryMKDhp9P8ayfyzaNpLWKR1GMbbNFT9OrIUxESnWL6MqqUxjWMoUpSQ+4llgZ4gCDgUF9liBN1IoxtxBMGKbsRJ5n+Aw7oBt20PC5k/I1t8G91I47bvw23bxWzyy7iZwiZr+F2/gCz6mEv9DxS5Ead13e2vF5Zdb0VCVFoqMciCgGx5f/Q0ZElk7+ZODp8e5mz/JH6vk92bOyirOt99+Rz9IxHCATcOm4WGai//+JO7kSSR0kKOgf4ZVm9owWa3oKoaQ9dm8Xjt5NJFvEE3HasaMTGZm4jR1F3LvDcNeZGCXianFRCYwylbaXet4Xj8Bbb4HyGrJbmcepudoceJlYYoGznaPQ8gCRYedyhECinOxMf50cxFdoe72V/z3lyWm/HOujGAVtbo29ZFJpEFBEzDwFbtY3o6QbFQ5vixYdymgVrWiIzOI4oiakklMjrP1MBsRUOizocki8jKnQMyTdUx7tKc66eJ6qAbWZKwWmUK7yKlDCApEh/5pd1s2nN3jPt7xStPn2Lw4tS7loDESgr2tp/l8gWOnh7BblO4ODCDJAns3dxJfYMfq1VmcGCOuUiaFb11uKxWHmzspN7poWToZMol3IoV4z1aAK9DEkU2rW3G73Ny8tw4LqeF2mov8WSOhVgG3TBw2CrZvZvvq2maeN12PvDAKt4+NcLFK9MoikR7S4jWpiBlVadQKNPeWs3oRJRw0M3EdJxiSa04L0oim9a2sLq3AVXVqA66eXjfSl56s59crgSCQCZXIdfa7QrNjQFKJRVFkbDIEnV+D+MLCWbiacbmE1hk6R2dXcKi94CEaWqYZgGT0i3Oq3eDn1FmwOTM2Ay7e1r57J4NqJrOHz97iCvT89gtCtliGafNwoWJCDU+N6quc/jaGE6rgmnCTCJFT10HPXUhnjl9hR+c7keRJGKZHKubahmKRJFFkeZgFbt6WvjOsYv8xqM772gOpBnGUlAhiyLtNZU0fiSZ4a1rYxy6Okp3bXBJq/+dcC6WFr721lmi2TwOi4LbZmVNcy0vXxzk2bNXKWs6ZU1nRX0186ks6UKRM2MzWGQJv8tBvd9DR02Abx27wIbWBl66OMgDqzppCvrIlVSeOXMFu0UmksrSXh1gNlnpdGjwe9m/soPvHL/IP/3Abhz3acJ0M3KlMrFsnubgvfeGvxMmJoXSeeIolNRB3Pb93BqU6ZTUMdz23UiiF7uyinjuHzAxcVo3YJGblwUmJXWQsjZBre9fIN6GKSuKlVVovnyGeO7bBFyfAmR0I4bDsgZJ8mJTVlBUBxEFhbI2Qa50EkFQkMTKNYuCFUVqwG5ZSbHcj8Oy9ieuD/Fe0HSDwfF5LIqEz+0gXyxzeXCWjX1NpHMVAyyHzYLDbiFXLCMskl1Xrmmi//wkf/qfXqAq4CKdKiBJInt+aTd2u8LY1Rme/otKa1NNk5+23noOpy8xnVigbGjIglQRHTKFRSvZRKVfHp2yUUA18uTUeeyyn2RpDJ+1i4vJSQbTEXTTYG/NClZ6bx8E3ysEUcBT5cQwDCauzTJ+dYb29a1YLBI9Pc10ddcyenGChakYf/bbXwMBCpkigihy/lA/siLzqd/9MMGmEMq7vCvlYkWx8OcN89EM0UQOiyKhajqBd5F5FmAx6PnJKJ7eiWB5t0hnS1itMis7a3nxcD8Ht/fgddsZH1ng8JtXCYU8bN7Shj/oxsTkUmyOWoeHH471M5vLsLm6kY3+uysTOJ1WLvRPYbPKtDQGyBfK7N7ayXwsw0wkyeoVDbz0Zj+GYeCwLw/eRyYWuNg/jWmabN3QhqYZNNX7cbtsjE5EWdPXyLq+ijhRKOhmPpbh+y+co6UxgMOmcO7yFJH5NGv7KgH3q4evVrq11rdy7PQoL752ib4V9TjsFrxuO2VbJTsd8jj5l08dIJLIcG5shuPXJhiOxMgWy3z37Yts6mykOeQj6Pu3aNoUhfJJ8sVDqNoIujFPJv80TtsBFKUVUXhvKfQfOxi4Tm4AllIt1/+uL7aPvbNHU9UN/C4H3bVBRKEi8fvwmi5KmoYiSwxGoqi6ToPfy46uZmRJAtPk3PgskiBwcFUnq5pq0E2DT+9ex9mRGSRR5JcPbCHsdZEplljfWodhmuxZ0Ua+XGnPsykunFYL27ual1ZuoiCwqa2R0YU4kWQGm6IQ8rroCAeZiKY4PTZNd3012zubkERxqQ59MwRB4OE13QTdTi5ORjBN2NzeQF2Vh189uJW3BydQJJFfObAFn8NGSdXorQ9zcmQKwzTprAlQ7/fwqR1ref3yMJen5nh4TTdbO5qWvvfWtTHiWYNf2ruRBr8X0zTZ0tGIKAjs6G4hmS+QyOexKu6lFP919UPDvHOcKLzjd4MKB+LFiwP01FZqd3aLQukOhKa7gST5sMpNGGaOkjaCVW69zVYmXFdTE8TKv00dgVsHbBMNSayipI2iSLdOMqJgQxRs5MvnsUiNFMoXkUUvmjHP9UCkotxmYGJS0sYolC/icz6Bcouph3hfUfZPApIo0t0aJhJN0z8UIZUpsLq7HqtF5gtPbieWzNI/MsepyxNMzyX56vfeZu/GTjqbQ3ziF3cxPrJAKpnD7bZT3xzAalXQyhq7Hlu3NGGoZQ1DN+h012OaoIgyeb1IThthIn+Vkl4gWprmYuotinoO1SwjChWTlKw6R4ZZVNNEEnzsDncTXrTlfd9cGwUBXTcY65/GU+XkyS89wOR8GpvDyvDQPPUNfppW1PN7f/ePb5/mFyoiRYWCis1+52CgVFTvmpx2MxRFYsOubuqag++63cx4lIFLU+8l4HcLQgE3uUKZUkmjJuRBjf5k1AV/GnA7rdhtCleGI9QEPQxPLOByWBFFgabmILpuMD2doKzquIN25gpZxjMJiprGUx2reWN65K6DgbV9jazsqkUQBSyKhG6YyJJIQ20VdWEvkiTS11OHIAq3CNJ1tFTTXB9AlCqf1YS9IJqMZifJe4p4fRaKRpFtGyrdZuEaFxOZCI3OGhRJYWV3HSYmOXJseqAaGZlGdw0qKjv2NuER3ZTFMnPFKB1toRt26IKAVZFprq6iKeTjkXXdzCYznB+d5di1cV4+N8jD67v59J51WJR2FLkNt+PDywKDXPElvM5fwON86j3v0fuSGfj2hUsk8kV+acuGpdrpbCbLnxw9zifWrmZlTUVp0DRNTk1N842zF/jkutW0hKqWLtrptPCN4xd5oKudL+zbVHnpDYO/P3sBiyTxsdV9HFjVSb5c5vkrA/z1My8QzxewyBIbG+r5la2b8NpsDCxE+aszZ8iXVZ4dGUASRKyyRF+uhmqPi1ixwNG5SSyDMh/o7UYSRR7fsIJvXbiEpht8ct1qRFGkymlnOJ3g+SvXeCMyzreuXGJdfS2/sm0zfsetUZZFltje1cz2RVGfsXiCf/vS63x+83q+sG8TUKnTfu3MOVTD4FcObKGgqfzvI8d5cWyYH43dcPVyWiw8Fl6xJCzRUxcCGb5y/DRtxQCrBGgOVdEcqqKs63zt7Dn65xZ4e34Ku6LQGQxwoLOdliofhmnyN6fOcna6Ijt7fWK7/sBta27k42tXvaPHX8BltRJwORavTSZ+n4N5RZq4DZdtJ6LoIp79Fm7bnsVzMTBNHRBR5HqK6jWc1o2U1EEUqR6bpYd04TU89oNIonvJptOm9OJzPEYs+7fYlC5k8Z0+FxKS6KFQvoLf9RSxzNfwOh5FNRYoaUMocpiSNoxVbkPV5/DY9yOLflKFV3BZty4+qwaaEaWgXsbv/OjPPCsAYJgGZy5P0j8cob0xyMr1bQQWa5uyJBIOeKj2u9m1ro2FZI7+4QjRZJaGkJc3fnSRZCLHrgO9OJw2Xn2u4l4Y8NoZPD9BqK7yLs5Pxend1MZ8Y4Y+bws+xcXhhYs0OurQjIqsaY9nM5gmNtFBvbsDWbDR6Xlk6TwFBBqd7z/bPTKXQjTh8tuDFPMlZEXi3KErFAURW7WXbLbI8WPDbNvWga/63cmPum7ifBcCXrGgUsjdO+nR5rDw6V8/+J58gxe+eZyh/mkM/d6igWJJpbbay8DIHMWSek8y4T9vcDmtNNf5uTwwi6rrBGxOwgE3Ud0knS5gLnKmAkE3LquVoM3BjyYHeLSpB1EQCNrvTkcEKu+HfNOK/3pSQxBAXLTXtt4mU1RxzRSWdW8oskRGzfKtyWdpctZT1IsIMYGnGh/DLtgYzU/yd5Pf45faPk67qxnJpnAueZm3oqcIWKowTAO7bTNjuUmKRok9oa28MPM6rc5Gwrbg0lhz3dHw5iekxuemZp2bfavamUtmFhd7RQQsCIKIgA2L0oEit+N2PIGmTcFdmoT9+JkBoD+ywGwmw+eN9Vx/OrOlEodGxjjYeYOZr5smz18Z4JXBYbw2G+vq65AXLzyay/Py4BDT6TQbG+sJOp0VYZ3IHDZZroh36AZ/ffIs37lwiQ+t7GF1bQ3z2Rxz2SySUPmxql0uPrCim6vzC/zp2yf57Ma1rKmrpX5RljaRL/Dq4DBj8QSbmxoIu12Va5hboKxpi62MOl8/c56/P3ueR1d08cn6OqK5PDPpNNJtdAZuh2SxyJsjozyx6oZqm4nJxcgcJVXD2LCWsqbz9vgkAYed9Q03Ily7LGO7qUfdME3eGB7l5YEhiprKztbmpTq1YRicnpohUypxsLOddLHEi1cHeenaEH/8wYdp9Hmp83rIqyqGafLC1QEUUeJgVzuiIFDjcd8y0bltVrZ1NFFf5UEQKsHApHR/4iaCYCVXegVNj6IaC7jtexAFG7qRYD71PxEEBY/9AF77QebTf8Zs8j+CqRJwfw5FqqFQvkIk9cdIohu7ZTWyVI0kOrEpHTisG0gXXsXv/ATvLD0oUg2aFMWurEQU7VikWiyOBuLZfyBTPIIoWHDZdpAqvIAo2HBY15Mtvk2+fB4BgXj265iYOCyrsVtW39e1v98wTXDYLfR11iKJIvPxLKIoEr5JiEcQBGRZojboQRYFpudTXDwzzsxknPbuGr7xl4crNc/uWlZvaCUyNo/L68C9SHjKZwuIsohHcXAqPoBHcZLW8lTb2gnbwtglFwulKdJqDICAtfLcivfhSvje17t8ohwdXcDjshGo9SEupAGw2BS617YwOp3E5bJitcoolvc+F1mR8AbuTGos5stk0/fuLyEIwrIWxjtBvE+yr2maXB2KsKKzlnjy/96sAEAimefKUIS9WzuxKDIXB2a4ODBDfCrJtu2dNDZVrIKfe+Ysq1Y38sGWXjTTwCpK6KZZISZqP5usnUlFMfKRmr3IosRXRv6BeDlJnT3MQGaEensNA5kR2pxNpNQMb8wf49Ha/XS6K4JxoiAwnB2jbKgciZ7ELtpY6+tdNhbPxtP8z+eOkl/kg1U8cJZnpnf1+qlyHsLn+qVlVsWCICwFBneLnypnIJbLc342wv6ONs7PRojl8oTdN17IoNNJslDk8Mg4H+67Vfr02nyU71y4xKfXr+GzG9ehSNKycgSAz25jZ2szVXY7f3PqLJsaG9javFy4we9wkCurvD48wsfX3CpvOhyL881zF/no6j6+uHUjltsc5/2CAOxsbeYXN99ZkCVbKnNsfJLdbS2MxhNMp9J0BJe3J/aGq/nClo0IVAKbL33vhxwZm+BT61bzcHcndHei6TqDCzFsisyXtm25Y/dBrlRmKp4iVypjVWS6at495flucNt2Y1dWUDJUXouMk07YkcVRqi1PsdpZi0dxIIp+Ds9PM5HbiW4kkEUf7kycg7W1LBgf4ETsFIZZRhIlRCGFaTayU4gRsh7ghamjqBzFIiq0ukKs8jVgly147A9QFjbwytwkC4X9dBgO1vk7qfX9DrqZRRaDiIIdr+MDFS9wrIQ8X8AwdeJaLWdiV8loIgFbA32kaXYGmcjFODw/gAlYRZl2dzUrffVYRRkTmMrHORMfp6xrrPTV0+2pRTcNXov0Ey1llgytEMCj2HmgdiW225RB7gR90Qlz8+pmro7M0d1azbkr03fcfjaa5vjFcZpkG33rmulb28SF0+Psf2QVnSvqkBWJxo4amjprcLgr2a5SoZLZKskaDslGQS+xyd/NXHGUWHmGjVUPcDbxOppZxjQNIsVRdgQ/fL+Px7siEklx9vw45mLpfjaSZM+ubtbs6kFd9AiZHYvy9F8f4vEv7KOlNcSJ48Mk4jlqbpJfvh0kSSRUe+fsQbmkEp9P37Ys+LNES0OA6oAbp8NKXdjL1ZvEpP5vgygJqJpOIpXHZlXIZIu4HBYCQTenTo4wNRUnmylWyHQWqdKFs1hKrCwiRcr3qET4fkI3dZJqioJeQkDALtnIawUixQV2hTZzPHaWgl4kWoqjiAotzgZEQeTm9eTV9DCKKPP51qeQxeXTsctmYeeKFsqLXWxnhqeYS2Z5ZMMNQmhLSKNUvoxh3rvC5zvxUwsGTNOkf26esqbz5KqV/NHrh+mfm6fa5Vx62TxWK9tbmnim/yp721tx3eRqaALHJyaRJZEHujqWav6CICxlF+4WTovC3vY2nrsywMHODqrsN9KFJianJqcxMHm4u2Op7HE/x3m/MBqPM5/N8dmN6/g/R09wemqG9oD/toOUIAjUuF24rBbSxft9QEwG5qJIi8z4eDZP6S5Zu++EJLqRRDeFcp6npw7R5q6m2urmyEKEY/ECv7XiIQREvj95Fqsk0+GuQTNA1lUMTDRTRDUDxMs53ohc4mDtSjyKE80wSKk635ocZkeoE4so89LMJbaG2vl8+25SKvynK29TNjSanQHeHDrOruokn27dilW64RsgC74b5yp4mcnF+E9XThK0uglaHQxHx8hpKk3OAAPpCN+bOM1DdX1E9Qw/nDrLw3Wr+GTrVoYz8/zRpeeoc/hwyzaen7nA59t3siXYTlFXyWllzsbHyahFdoW7UMRFVvA9PFK6bjAxE6enLczVkTma6vxMzibYural0gr3ju2XuDySyMvPnOPtN68yMxnnxe+f4dXnL7BlVxdBnwPDNOlYVQmYZYuMKAqcjQ0RsvmQBJHx3BwmC0iL59rhXkvY1kxGjdOffvuW8ywbGpeT0xT0yopGNw3q7FW0u+/NmMzjsdPdWYuJiSgKdHXVUBP2EJ9JUFxM4WcSORoaAwwOzjE8PI/DYcHru4v0sQA1DX5EScS4jRKhpurMTv782QPLsoRnMXD7v0V46E7weRxsW99G/+AsqqZTW+1ldXc9AhAMukkmcvj9Tpqag8g/R7bv15HWsrwYeROX7ORgeCdVFi8DmVFmC/MMZceYLswSKS5Unl/h9q2sAiALEjOFOTyya9l44HXaeWzTjUWxYZgMzi7wka03hIY0fY7ZWI5c4QWK4u0XbVZlJVbLe3fyvG/BQLJQ4OTU1NLkOZVMo970khmmyVuj47QH/Kytr6Uz6Ofw6Di721qWVtuaYbC3vZXTU9O8PT7BA103Uhy6YTAaT1DjchNwOJZW6tdTiZIo3nVvvGYY7Gpt5tTkNIdHxvjgyhuRlmGajMYThJxOQi7nEgHPuI/j6IZB/9wC2mKLkmGYRHN53O9oNZtIpjg+caNf12Wx0h0KIksVwuLxiSmCTgdr62tZW1/DW6PjPL5yxbLuCNOslFFUQ+fE5BS5skpv+N5dIaEiOrS7uxVVr3RAFMrqfSnIvROKKPFo3So2Blq5mp7l31/4IbOFFA2OKiRB4IHalTxUtzxTU+V3stbfxHBmniupGT7dupW6RQe8iVwMp2zlo00baXIGODR/ja8OHeKjTZt4e2GIaCnDH637GNU2D6fjY/yPqy+zN9xDs+vOZlFX0xEkQeSf9T6CU7agmcaSZgJAg9PPZ9t3YhFlnp8+z9MTp/lgwzp+OHWWeoeP3+v7IBZJ5umJ03xn/BQb/C080bQB0zT5q+HDzBZS/ErnXsTFsta9MNZFUSSdK/L0y+eJRNN8/+XzOB0WimWN771yjoXEcq37eCpPbcjLjn0rWLWu+Zb9uT12hs6Pc+yli1w6NgRUJpttj6wmIxWYSkQpGyqyILPB38DF5Et4lRBVljBpNcrF5BFqbLfuV0BAESUyqsFQZo7xXIyH61bdczCgajrnL0wgyxKdHWGuDczicrQxNx5ldjyKWlLxh71sf3Qt/dciNDYGWL2m8a4mDkEQqG0KYLUpd+QGjA/OoevGz9VEpOkGum6QyRax2378zqGfJURBoLM5ROc7RIbOnBqlsSlA9aI+wsC1WXpX1mO3VzxqDEwkQfyZS0b5FA9P1j9ClaUSNJvAQGaEXk8nzY56inqJgcwIG/yrKehF5otR6t9hTrXC00mHq5k3Fo5Rb6/BrTjfVfr7djDNArni64jC7YNgQVB+usHAUDTOf3zt8NJEWdI0cuUbve+xfIHT0zM8tboPqyyzpamRb52/SCyXp3qxVGCYJjVuF/s72vnB5avL0vvmonWx3SKjSBW536+eOM2FmUhF6GXzetbV3x2z1DQh5HTwUHcHz/RfZXdby7LPcmUVuyKjSJXa1N+cOsvpyWlEUeAzG9axuenuhBxKms7fnDq7JFtrYjKbzrC9uWlpGwOTlweGODM1s/S37uog//qBfbglK9lymbfHJlhXX4tDUdjc2MB/fvMI0+k07YEbK9zDo+P8xg+eI1MuE8/n+dS61WxqvL92LkmskC6nEymuzS7QXh24L2nWd4NhmkiiiLw4KZpAqlxgrrBYCxYlvBbHXQde5uI+LWJF5OlycpoV3jpCNg+CINDpDmMRZcZyC+8aDAStLpLlPJdTU6ypasQqKkstejdDAJyyFQQo6ioD6QiPN6zHLlcCvbVVTXxv4jTRUhaX8v4oxVmtMk88sAZREJiPZSipOuGAG0USWdVZR/42fec1ATfpVB63147bc4P4ms+ViEczyBaJNTu66FxTeSYFQcDjd7KeTkqGikDl3oasHmRhP/3pt8lrWWRRodHRXSET3ube5LUy19KzhGwedoe7qbX77vl6x0YXCIXcWBSZNw5d4cEHVhGq9jBhQjaRQ5REIuNRotkyLb31TE/HaWuvxu223VFUqKIxbyKKItV1VXiqHHcMBiaH5shniniq7s7o5aeBsckopZLGVCSJzSrj/ZlPie8/BgcjXLwwiWVRVCkey9LVXcvlxBxHI+MUNY2AzcHBhg6qpJ+dCqMkSCiigrxIQCxoBWaL83yw7iB19jBBq5+X5g6xW9rCWt9Knp5+kWZHpVSwJbAOQRARBZEOdwtXM8Mci53hYHjn0nNbKKuMzSXQFxeTM/EU8UyeS+M3fC+8ziySGCDo+30U+dbAHEC4y2n+fQsG+mrD/PuHDiyZs4zGE/zz534EVCbyK3PzTCSS/LD/KodHx0kUCownUvTPzRNy3XjZREHgoe4OXh4c4sTk9LI2C5sik1z0mpdEkZaqKpKFIk9f6uex3tvbF98JgiBwsKuD568OcHR8AnHpOGBTZFS9IhRkkaDZ5yWWy/P0pf5l2Yr3gk2R+ed7d7KqthIN6obBH712aNk2IgIfW93Hx9feWBErkohzMXswGk9wbSFKslhkYCFGtlwmkslwZmqGNv8NHYBql5MNjfW8OjhMtdPJx9esum+9/myxzA/OXMGmyBgmbOto5vhQ+r72dTNUQ+fFmUucio9xNTXL3nAPtXYfJia6afCdiZO8MXcVgHZ3Nb/WtR+H/O6CPXmtxPcmTyMLIldSszzeuA6XbCWp5ulwVS8FExZRxiYpJMv5d91fr7eexxrW8JXBQwRtLg7U9LIt1IFjUWc/Vc5zKjZKVivxzNQ5tgU7sIgVFzWf5UZk7pArRjY57T5keO8AVdU5eWGcbetaefPkEG6njdGpGI8fWMXqrkrgd91UJZ7Oc21sjvl4luRYHFEUaGi6kUaciyRJJfJs39mJxZKiVKgE7oIgYOgOruUncUg2rKLCTDGGy99Nk6OHBkcnqlEiq6WYK44xkrtAj3t5QFA2NC6nKlyGvFbiZGyEHk8d6/y3H6zuBNOEgYEIgiiglnUuXpzEbpEZvzrNh764H7vLyszIPN/+6pvYAy4KBZUzp0dpCnvILKRZtbNnqWXSNE3y6QJvP3ua1r4m2tc04wu6qG0KMDd1e5vfuakEkan4z1UwoCgyw+NRFEXC5bRB5v17vn5esHZdc0V4aFFwamRkHk00OTwzykONXbgtNoZSUQ7NjPJ44+1ttX/SsEs2Hq3dh1O+EWBLgsQD4V1UWyuLjTp7NQeqdyCLMntCW+h0tRAtJ7BLNtyykz5vN4ZpIAkS+6t3sFCKLWtjnk9l+a/PHCZXrPzGZU1HN0y+/N3XlrY5uMbPQ2sciIIdUfjxAqP3LRiwyTI1bvdS6jpTKi2l/w3T5PDoOM1VPva0tSIKYJgV053Do+PsumllDtDo87K7tYUfXr6CXVawylJFYMfr5eLsHJliibDbxcM9nfRUB3l5YOi+zrnW7eJARzs/vHyVwKLdrSgINPq8HBufJFUs4rJ6ONjVQU84xKuDw++xx+UQBYGA00Gtp8L21g2j0rOvLu9f9tisS9vcDNM0OTExhcdm40BHO8pijVCgkgm4ubzRUx3i85vW0xeu5neef4lDI2M81tt9X+Qnj93K53atZzJeyQy81j+EUHp/iDqCAFO5OKqh85GmDVgkmZKuIgkiH2nayJ5wJai7Pnnf1T4RuJqOELZ5eLC2ryIfLUiopn7Dn4BKqUcR3z3la5VkPtK0kR2hLk7ERvjW+AmGMnP8UkelHXKumOa56fM4ZSsP1faxv2YFxmJNUHuHlS2w1OXy/qAyyRdLGh/Yu5KyqnO2f6pyPN0gmSkwMD7PqcsTjE3HaW0IsG9TJ/Mljf7zk4wO3rChTqfyNLYEQRCYGp6jWCgzMzJPMprlk7/5MJrboCxUMgOqoWGYOmk1xkxhmIn8VWaLo7Q5V9Ht2XjLWcqixAfq1yxJEKumTlq9d2Z+T08tdXW+G9olVHrTbQ4rh75/CneVg/nJONv3rWDzg5WOD0GA6HScp//rc0wPznLw0ztRbBZGL07wzJ++jGmarNpVmUBsDgtdqxo4d/T240cmlefquQk6+xp+bkiEdquMbhjE5nN43e8tJPPzDNM0KZY0JmcTlFWN2movfq8DRZG5cH4CQ69wRRxOKxZZwgQihSxFXWO+kH3Pd/knCUWUaXM1LfubVbIs+5siKsv+3eSsp8l5I1t7s/OlW3HiVpYHnbVVHn7nI3uxKvJt3XJ1w8RlFbBbW5Ck+ysJ34yfCoEwXihwemqaD/f18pkNa5fEcJwWhacv9RPLL1+tSaLIoyu6eG1ohLKus6mxQirZ2FDHN89f5OTkFI+u6P6xPeMlUeSh7g5+NDDIbDpDX001AgLr6mr5u1NnOTY+yYf7Vryrr8FPErlymaNjE+zraOPXtm9eEj1qrqrivx46wkwqTd07goh19XXs62jjr0+dZUNDHXXee9cl1wyDs+MzZIplumtDDM3F3iGBeX9QRImHavtocPr5N+ef5nRsjAOLErUCUGVx3HM62SFbeaJxPXm9zJcvPctgZo6V3nrqHVVM5GJopoEiSGTUIjmtRI3tvc13JEGkzuHjcfs6qm0e/nLoEB9vrliMdrrD/F7fB7FLSqVuKQiUdQ2/1clELrbErYiWMkiiuCxb8OPCosis6qrjuTcuLZpuCexdlCP+xgunGRibp6m2Cq/LTlNtFb/61E4kUaAwn2XNxlbqGm+UlRbmUowOzOH1u2hoDzN4cYKO1U30rG+husGPy3CSVLOEbX5WeJqYLgzw+vw3qbW30uZcRcnIsznwCDbp1uvLqiW+P3maZmclE5HXyhiYPNl0a+DwbpiZTYIJwWAlqJiaTmDoBnue2MSVk8NIikTf9i58QfcyMl2oIcBn/s1H+d5/f56///L38VV7Of/GZbY+toFdT27BuVguEQSBlRtasdmPUizcKudtGCanDl3jgY9sxO603vL5zwKSJIEJdpuC3+cg9X9xZkBVdV48VNHpt1lkTl4Y58FdK1AUCZtV4djbQ6xa04jVWmm1fqSpu1Im0DWcssJDTfeWDb4OwzQoGSVsog0DA9VQMUydklHCIlqwiFY0U8Mm2igZRfTF7QFsog27ZKegF7BKVkREDAxyWhZZULCKFjJaFgMDu2THLt0I2EzTJKdn0QwNh+xEFmSyWgbN1LGIFmRBpqDnsUn2yrFVjW8cPscndq1dUsW9Dt0w+O7Ri7SGHfTUD1Esn7nj9VqV1dgsfXf8/Dp+KsHA1bkFUsUSGxvqlyJsQRBY31DH35w6S//cwi0tey1VVexoaeKrJ88s1b5X1YbZ3drM/z56nEypTEfQz2g8QUG7sdLOlEoMR+NcmV+gpGlcjsxjkSTaA3689lvTKI0+L3vaWvnTt0/QtyiOtCIcYn9nO39+7CQFVaW7OshEMkVeff/bWEzg9NTMEvESKla4+zvamE1nmEim+Nym9ctUBVfWVNLfZ6Znb8koKJLIp9at5ujYBN88f4lf37H1ng2M4tkCC5kcYY+L1/qHeWR1N6Pj755evxeEbV4eqVvNdydOsaaqCY9iwwQyapFoMQNUPNw9iv2uDX063WE2B9r4xuhx/t9VH2RLsI3XI1d4a36Abk8tP5q5iNfioO09SGwTuRhFXaXK4kQ3Da6lZ6myOLBKlVdFECrkOPmmVYkiSuwMdfHM1FnWVjXjtdh5Zuocq30NBKz3btBzJxiGSTjo4alH1xNN5Kj2u8gVypWsh2HeUSmxZ1UjmOayCdPnd7Fmk4Pp0Xme/ZtD+MNeygGNU6/3s/XB1QxaZ4iXM0SKCbb4ewha61jl3cFCaYqBzBmS5SiJ8hwhaz2SsNzcSxDAZ3EStlUC0ZxeJl2+98xALJrh9NlxfN5KwBGLZ3hg/0rOnxgmNpfCF3QxNRihsauWmpsU/0zDxBf08NQ/+yDPf+U1XvuHI3zhDz5J96Z2RFHAMEwkqRJMta6opabJz9i1yG3P4dr5SUauztK7vvnnIjuQyRUxqXgUaD+Hcsn3gngqjyAKPLanr2JQNDTL8ESU9T0N2OwKV67MUF/vp6rKiSnA6YVpkqUCDtnCRDZFf3yOTf5750VppsaJ2Nts8m9hvjRPspzAZ6ni7dhbbKjahEW0cCZxmgfCD3MueZoaWy2XUhcQBIG1vvXU2up5MfIsG6o20eBo4lT8OBktQ8haTdhWw5HoIcLWGpoczTQ5W5aOq5s6by68jlWsBBHrqjbw+vwrhKzVVNvCpMopouV5JEFmjXcdxYyVkbk4TuutpVJREEjmi5wcmqO1+jK6Pr/scxOVsjqAqo0S8Pz2+xsMmKaJZqSRRCeisOiUZmpoRpamKgGv3YcoCBhGEcMs41BkVtVasFsSjMQS7GypornKTVmbx6Ayede6y+xorSKWy9DsF+gNA8ICZV1DEat4vG8FY4kkbYtEObui8Os7t/AXx1/hb0+/hKbrWGU76+tbqPeKFLUZRmJRvnLiLCXNTVfIzpGxfs7PRvj8pjX01bjw2Cz01dgQhAWKWgFRsPDB3i6GojFa/XbKxhyyaOHXtq3HocA3zx/FMF1YJIkVYRutVS7y6gxWKYAgiBS1OSTBRk6bQBYcOJRGCloEl8XNyloJRU4SL85imgay6KMjUEWmPIuqx1EkD301Pq4snOf7/ZdwKM3kyiPYLTo94UeJ5QNsbqxnRTgEmBS0WaxSCL9DY0+Hl+n0ZUyzjbaAQZ3HSqY8gG7mqPc28dmNfRwaPcJo0k6bv5eCOo1FqqElIGCXbe9KCBRFgXi2QDxbQNMNLk1FkO5DmnXZPgUBv9WJRZIRBYF9NSs4Hh3h2MIw+8MrsIsWfjB5ltciV4BKluDXOg9Q6/AuEQ0DVhemWYmKJVFEEkR8sgMBAUkQ+UDdGr586TnOxyZYXdXIRxo38g9jxxEAl2Ljix178CrLU6sVy9/KPhFgKD3H9yZPVxwjDRO3xcanWrYjISEi4VMcS5QtbbFbRhIFHqxbyWwhyX+5/CNkSaTJ6efTrdsRTGGRtAYWFOyCBU03UaR7718vljWOnB7mgR09XLw2zd4tXbx1epgnHljDZz+0mUQ6z7XxeU5fnmB8Ns6ffest9m3uJDOTplzW2XXgBqN4sH+aTLrA5h2dfPH3n6RUKDM3GWNqeB5dN8hpRSyCzLX0JDbRwkpvMxv9D6IaJWLlWSbyVzgVf4kGRydrffuWnadLtnGgpncpENJNg4J270Za9Q1+WlpDVC2qLM7NpTA1nXQix8FPbOMHf/4qG/evpHvDcle86aEIf//l71MullHLGoVMkW/+p2dwuG1IisTHfusxOtdVJLGrgm7WbG1nbCByW2ngdCLHG8+cpWtVA4rlpyrLcluUyxr1YS9Wq0Iilef9scD62UAQBGbmknzzucqqNl8s09dZy8BAhKHBCOWSxoljw/gDTjbsbCdZKvBocw8/mhzgEx1rODQzcl/BgCIoWEQL86V5pguTNDqaqbXV4lN8NNibiBRnKOh5pguTFPQ8Lc42inoRURBpcbYxU5hGERVmCtO4ZDexcpRdwX3opkZez+GUXPR6+3BIy9P+JiYiIqu9azkZP05RLyALMj2eXpySi3jpDL2ePkRE+tOXaDTWVpxC7+AtYVNkFgpWAp5/yvWH1zDzFMtnyOZ/iCzV4nV9Bpftobu6L3cfDKAxm/kaQecjOJTKy1dUx1nIPcvu9hwh5xMokki6dJ508Qy1ns/zL/Y5SBX/nNW1XvZ1PIxVVplJf4OiNkFRm8KhdPDLW9fhswUYTfw7PrfJS0EdZCHbSq3n03QGA/yXDz2yZKkrCAJVjhIf6nuFfZ0yqibgtbfRHdxPSb/IVOoFRHGW3957gJDzQWYzX6egTdBW9btAkqn0V2gPfIl/utdPuvhVRuM5Ao6HaK56iH/3cCeRzNeYTr2EiU6184N8YUuIvR1HCLs+jkWSSBT+nHpvmkRxGJelA1l0ES0cpcb5ANH8EXy2tciih+HkX9Dm/WV+a6+VaodIVp0mow5S73yMz21azXDqNLHi6zS4P8IXtmloRjt2uQ6XpYPx9DQB2ybcVg89oSa2NTdVRI/QiOReoc71GAV9kI+vN4gWTqGZa/nEBo2gvYGyPkW8eJIW72fY25VlXZMHSbpMrJBhLv86tc4HeWqtgl0OvGuJxSbLbGprWPImGJqLMT6cudtH5bZwylZ+u/dR3IvMeq9i51db9/PK+UH+41tvkMwLtAYa+dj21VQ57ZRUnb9/5Ry99TV8YGMPdY4q/nnvB3jx2AC9DWG2dDVhMywEZkIshAp4a0p87cXzaEk7X796kR8qg6xureUPNj5J2dDxKDacsvUWn4yZeJpnT11hMppEFAS6GkL87roP8saVIV69OERRtPDX585it1xCUgQ+sXcLilip237tzTPohsFn923EJdv4R007GDmdY21bHU/1rsUiSvzDW+fpaajGbbNy5I0ZBBH+v/7X2djRyO6VrUsZh7uDSSyZ4+K1GUanYgSrZsjmK+lLSRIJVrkI+JxsXdVCPFUhEGbzJRKxLL7bWBjPzSTJpYuceeMK8fkUs2NR9n90M1UhNxvETtJani53AxZJJlmeRxQqioO19lZqbC2UjSKaeeskn9NKnIyNcvAml8L3IoLeDj6vA103iCeyDA7OYbHIdLVXIwjwxndPYBpw7cwYhm6y8eCNlY+/1sdjv3zwtvoBgigQvqmVTZJEth1cyWvfP0MmdfvsxZGXLrHvg+tY8XOSHbiuRPd+tPv+LBGscnJwRw+JVJ7mOj+xZA6rRcYqiLR3VFMqqpw4PkJ9vR9ZkYgW87w5M8JYOsFr00Poxv1dvyAI1DsaGckOUTJKhKy3ZgubHM1M5ieW8YCgMmaM58coG2XG82OEbbUoooWMluZY7CirfWuJlhe4ku6n3dVBjVS77PsZLc1r8y/T6GjCITtJa2mupvtpdDQvxaIO2UnZKOF12NB0g4GZKJs7G5f5/hTKKlem5lnZGKbiWJijUD5JNv9DDDOL0/YgDts+JDFw18/sXY9EAhImOmVtHssiWaFsRKk8mmlkUV/0EyiiGkkkwUKD9wl0cxynZQVBxx5AoNH3q+TKA0yn/5qWqt9GEp2U9QUUyU5r1T9FFr2LGsuV1KNVXn6KpqljkSxsrP/nyKJ/aVu7sgXTLJIUjtLk+yggoUgqufIoqnEVixRC1eMVCV7XAUQhS1GbIuR8FBApqMdxW1uodX8CwywhCBby5UG8thL1i9bF6VIa01RxWdrIqsNIggOn0oJF9GOVq3HI9YiChFUOki5fRJEMbHIASezDMEt4rD0UtXmskhXNyFHWY2jm/5+7/w6PK7vOfOHfiZVzFXJOJBjBnJpk5251kFpZLSvZsi2HGY/zHXvm3skez4zD9bVlezwOo5FtyZas0JI6qHNizhkkcgYKhcrxpO+PA4IEAZBgB9v63udhN6rq1Dm79tln77XXete7xmnwf9h+XwZVFnEqDmTRiSxKNw0A5nX8LcBEFi18ag3pygUkUUeVFGSxgbw2jCoGKWr9NPofxLQ0Zgqv4pAiZCvXUMQAinT7Wu75SoXxZJrNjfZAHojPUa68uxCJJIjEnDdCGsWKxtdfOcd0KssTO9bhcSjE03maPGECHheXR6c5cmWUiUSWeze24XU6iDm89E8miPo8lDWdb759Hq/gZG1dFcWKxrWJWT55z2bqIzYvIOR1EXF4V/ytFd3gr14+gUuV+dDO9RQqGrlimYjDw4Nda1gfq+PK2Aw/OHmFn310M36Xk/awbUjFM3lePd+PYZo8vq2bmpAPy4TJqTy59AhPbFyP4pa4NjFL1O/BME0KeZ2f+8Ae0vkSzxy/xHgizWcOLF8aeTk4FJnNa+vJFyqs76ylXNHp6V6c5npdSz0W9hKdZ8GfzOlcOD3M+p4m3G4H5bJG78VxolV+Ctkig1fG8QU9qE6FqoYwiioTlvyEHTf4JhfTh9HMCkH1xsQpiwrKMntTwzI5NjvAdDG98N76YD3bI8sVqFoZfX3TINiGSz5fZmIiSSzm48M/u1j7/1ZylSRJeAKuBY/Mrf1zs26AIAh0bmhg3bZWjr5yadl2JONZvvkXr/NL7R/HG3D9kxoEfq8Tj9vmLwiCQKn47oz0f0pkC2UOnx7E73Vy7so4bpfKvbs6OXt8iK3bWjh1aojqaj+XLo3T0Bphc6SWjFZia8z2BrQHVk4RvhNijioOzb5Jo7sJp+gkp+coGWVKZtEmqsp+FFGhP3dt0fc0SyOtpdgd3stAfoCiUaBslNDMCrIgY1kmUTXGWl83rmX4ND7ZT4e3k6H8IJqp4Zf9rPWtwyW7GC+OkdJSTBTHqXbWEvF52Lu2mS8/e4j0wa10N1ahSBLJfJEXTvcyPJPkJx7YQqH8Kpn8N7GsAh7Xw7gd++errwpYVgFQ5ssc3x53sS0RUKUYFWOGyezfIiDilBtQpAglfZxs+TS6mSRXubhQUMauQiciICII15nwDkTBgYCIKDgQBZsxbpg5suXTSKIHVarBfRtNZcvS0Qy7jKokuJDF0Pz5b/5nXz/g2sNc8VWqPE/d+CXCfJsQEQRbatiltDKTe4ZM+RRedSPSfGlczZwlVXzb/tuYBcCtNDNbPIqFSYP3qSWTg0uqxcKgZEzf0m6LbKWPkj6FhUFeG+G65FSidISQYytgYVnmMvFf4fpJsCzT7kmpCgGJojbBSrjOw5ZFL065mlT5Aj719umRQbe9M3/m9KX5323ic763BKqLI9NcHpvm33/qYVqqQgukUrD76WT/OJtbaoln8gzPpFjfVL3wXdO0ePHMVYbjKX7pyf24HQrFioYsSaypr6KjdnWThGaYxDM5PrZnE9s7Gha1oTroozroQzcM/C4HG5tr8blu9MHlsRmifg8CcHF0muqgvfMOe104FJlDV4b5wJbFBCe3Q2FDUw1uh0JNyMfvfvcN7l2/2MV9O0iSSDjgIZHMs7atmlJFJ5VZmctxfVyu29RI78Vx/vR3n8MfcJPPlvD4nDz0ZA/BkIfP/MrjzE6mGLg4xqHnzrDroY1UNy7uQ9MyOZd+g/Hi4smx0d3FxsD+xdcFOv3VPFiz/sZvfweeAZdb5dLlcXo2NREMujl2fACHKiOvUIr8OuJjCb7xe9+ncpPugmlaxMcSZOdy/NKf/hSb9t9ISXN5HDz80e2cP9ZPIbc8Ie/E6718/28O89GfPLiQ//5PAVmWeOvwVSqazr4dHbx7Edp/OuTyZWRJpLU+Qv9wnK3rG3E7VVwumzxomhabNjcxMZ5EMwyupWeZLGQIO9xEXR7ejeyQU3TSE9xKRLW5JnOVBCE1xFw5QUgN45E8uGSbACgKIlXOagQETMugw9tJnasBp+SiZJbYom5npDBMi6eVqCPGVGmKK9nLNLqbaLop918URDq8XTS6b2QYxJzVXM1dIeaootZZx3hxlLAapdPXiSgIfGp/Dxbwly8fRzfN+VC8RXXQyy88sY/mKonpud9H08dRlU7yxR+SLz6/aPXwuz+Cz/3UHftk9Z4BQUCVqshXLqGZ13POBZxyHRYGRW0QwypQ0kcWFtK7gWGVyFd6EUUnHsXErbSzklZrxUgwkf0KouDEq26i2vuRFY618ChryJbPkK9cXnHoCIJAwLkbUXAyV3ydeP5Zan2fAkA30uQqdhxbn//dsuBFFt1oRgZVClExUpSNGYr6BF6lDVFQCDo2MVs8gp34JiAIEmBS1MdoCXwG3cyR0/pxyjUkikfBAkGQEJBAELAsjQUhe2zPjCqFiBffomzMEnCsJ6+NEHRsJF58G8syKeoTlI04mpnCq7YTL7wJgoBPXUNeGyGgbmCm8MbSDrgFDlnisc1rGEvaO7v6UIDDE+fu+L3VwrIseifiNEaDNEQCi0ilAPlShTNDEzyxvZuT/eOc7B9jXeONHen54Un6p+f41Q8dJOp3L3yvVNH45qFzhH12XH9XVxObWmqXXP86XKrMnjXNfO3NMySyeXZ0NlIT8t0xe8QwTQ73jrCtvR5ZkjjSO8zBmxb1+zd18NalQfauXUEERBBoqQrhVGTGEullj1kOFc3g6Nkhuttr+P6rF6iJ+Tmw4866Fy63ysc/u4/JsTnSqQIen5O6hjBOl+19U50Kda0xalui6JqxbBqTIAi0eNbT6V3syXBLS1NifYqLB2vWLfIEvRO0tsRIpQocOdaPKIisXVNLdfWds0HqOmr4F3/w4zbPSTMYvTLOoWdO2qXGv3AvbRsXp4QJgsDmPR1s3dfFWy+cX/acWkXnW3/5Br6gm4c/tgNFfe/KMt8NRFGgpSFCJlci+SNeqCjgcxINeRmfSdHRHGN6Nksk6GHjpiauXZ2iriFEuayxeUszQY+Lj7VvpD+d4Gp6luFskkZvAIjd8TrLQRAE1vpvhLGaPS0030T2u47Nwa0AVDtvKAd2eLsAiDhukFbrXTc8dPtjB5e9piRIdPrs73b67I1C1LG4/W3e9kWvvU6Vn3hgB09s72YqlUU3TAJuB3XhAF6nCmhEA/9h3gOwPBS5acXPbsZdmbiqFCOu9eOdZybmK5fxOTYiCg6qvB/B59jAXOF1UqVDd3PahXPX+T+PIgXveKxDrqY5+EsoUhjbC7DyQykKDsLu+5jMfg1xBVeJZVkIyPgd2/E5epjNP8ds/nnC7gdwKe00BH4SgLI+gWma9F2bxh/ZR1VAWQifRJx7GB3KUxuViIX245BihPSnGR0q09AQZbqvCWd9lmhoDw6plqGRKZy+tdRG68lVBhAqTUz0+5hJdZD2JWhtDpCankMURerq7J2zWt7DyNQ5ujo34FHq8SjNOKQqOoI/hSoF0c0cbms7J08OIJpV5I0cwYCXWNsWvO52nHI1tcpnGbkmYGjD1NeHiMZsVvJA/zQ1tUEC88zt1GwOhwaNTauPOd0NShUdl6osu/CMzKaIp/ME3E4aowHevjzER/ZsxKnYev7XJhOIgsBYIrXISBAE8LocBNw2L8Fxhx2kJIo8tXsDjdEgr5zv44UzV7lvQzsf2rX+tt+dyxa4Mj7Djo4GZEnkBycuk8jmUWW7YFFXXZTzQ5Mcuzq64jkkUUSSxEWS3XeCYZjkCmXiyRz5YgVFkeysgsjtF11BEFAdMs3tt8+kEARhRZKcW/LhdHmodd3Z1a+IEjHn3ae0LjmPIrFjeyvbtraAwIr67rdCFAUkRWLowihvfec4c5NJeu7bwMd+6XGCMf+yipJur4MPfeEeLp8ZITG9vIGWyxT5yu89Ty5d4PFP7/knCRnouslcukA8kaWjJcZc+kfXNyBLEjs2NREO2JvHUlkjX6wweG2aoaE4Q0NxDN2koTFMtM7P3147w2wxT8TpptEbJKi+NzoLlmWRzZY4fWaYRCJHVZWfHTvaEIDX37jCxo2NVFf5yeZKXLw4zo7trSQSOQaHZunqrOb1N3rRdTtMvmlTI12dNUvOf+bsCH1901QqOooq09Yao6O9mqPH+kkm84TDXvbsbufqtWlEUaBncxMjIwnKFZ3Ojmrqwn7qwkufKctScKo9wPLPhu3pXB234q6MAUUMUdYniXk+iCDIJAovIovBFY42KemjVIwZirqHsj6JKtWs+PDoZpZU6TCS6EERA3jV9YC0UO7x+h7ZzncXEQQVUbjhti3r05T0YSrGLEVtEJdyY1fmVTcgCioVw+Y4lPQJSvoYFWOaojaMU64nXTqGZqaRBBe5ykVccjMCS3eImmbwt3/9No89sYUdO22LyyFFkNUQf/ndZ9m+Y5b7HrDdowOXVU4cO80Xf/pe/uKPz7N+Q5Iv/dwDYAk88+3z7NzdTl3MTXKyhr/+yltUyjo+v5NiocKHP+bj9MlLyIrEpz+zF4ArF5O8/UaBnn/diiRKuET7YfCpnQD4HWuZGZniz//oGdZvbECSJKanpmhsOsqPf/EAmXyFv/5fAyQSOdxulXy+zGc/fw8dnTUcfvsakiTy9Gf2UixU+OpX3uKe/WtobHrncbnbIeb3cGFkirKm4765IJVlcap/jLlcgb96+QQV3WAymWEknqSrLoooCDy5o5vakJ+/ef0U6xtrqI/YD4lDUXh0y5pVhwnAZuTuXdvMjs4Gzg9P8UfPHmJzax1r6lfecVwZjzOdyvGtIxcAiKdzXBydZkurHct0yDIP9XTxzUPnVhzv6UKJQlkj4lu9DoFDlXlgzxqKZY3amB8BgYDvH0eONaRWM1ns50rm2Pw7tlCxX4lS62x93xbF6xyIu0FyKs3f/vZ3GLk8zqYD3Tz02QP4w15S8Qzp2SxVTZGFKo03X2ft5iae/Mwe/uYPX0JbIXsmlynyt19+md5zozz1hXtYs7kJh1O5q99vmday5MbVQBBAkuz58LpM7Y8qkuk8z795mfp5b086WyIa8nBwZyebe+z5u1LR+d53T6GVdboCUaJO+3nxKg7qPO/e4AQolTS+/ndH8PmcrFlTi6YZYFlMTqX5/g/OUC7rPP7YZrLZEoeP9NHZUc33nz3D1i0t5PNlLlwc4/HHNqMoEuEV1Cqrq/yUyzrf+/5pHv/AZmpqArjdKo2NEQ4d7uPTT+/G6VQ5d26Uvv5p2lpjDI8kyGaLdHZUL3tOANPKki/+EK/7SQSWhnIrei+6MYnHed8y316MuzMGpAi1vh/Dq25EECRqfE/jkGuIuB9cIBW6lBY7Do9JvnIVt9KGgExRH0Gdr7esSBGinkcQ5lMUZdFH2HUvJd3eSTmlOjzqOuZyBfpmEnTVRBlNpKkN+uiPp+mseRRJWPwwl/UxLEy86lryWi9OuZ6AcyeqVIUoOKnzf55C5RqCIFPShpAEF065iYJ2DYdciyyFKGj9VNAJOHcRcO7CMLNE3Pfbrnsg4n4A2axB14awlnkQdd3AMG5YYaZhYRgmlmW7avv7phkajNPWXoVhmJimSbFY4Wt/fYjq6gCfeHo3Ho+DUqmCQ1U4cWxg0S7GNO1iRLez8ywLAkE3P/6TB/H5nAwNxvmD33ueeDzLpUvjxGcy/PKvPYbP7+KZ75zkme+c4hd/5VEeemQjf/JHL9F7ZZKR4QROp8KWbS3vyyQvCAIbm2v4h8Pnef3iIAfXtyJLIhXdwLLg1MAEP/nQTvZ3t2KYJn/83GFO9o/RWWu75RyKzI7ORk70j/H1t87wLx/fd/3XY5gm2nzJz5uzUJaDbphkiyXcDhVRFIj6PXY9ittMsnaIYJgntnfzyXs2IwDfOnKBw1eG2dR8IySxvqmaH5xQODM4wX0b2683D90wSOWLfO/YJaI+N61VId68TV+lk3le/d4ZXO7lvVqTwPK0t9VDlER69nYQvY0L3rR0cnp6XjpaZ7Y8znjhGptD91LrvDti4GrwbkoHZ+ayTA3N4Pa7GOmdYPimMs+yIvHRX3yMjp6WJd+TFYkPfHIXA1cmefO5c1grsNW1is6Rly9x6dQQG3e2s+v+bjo3NBCO+XC6VURRRBDs/ZhlWui6QTFfIZPMMzmSoP/SBMdevYxprG7HdjPyxQqpTBG3UyGeyP1IpxaKokh1xEdjjS2r7vMUEQSBq72TDA/Z/KxyWUNVZZwOlY5AhIJuGwCjuRTHZkZ5rK7rXbdjZCRBNlfis5/Zh8tl96hlWVy6PMGOHW0MDsUpl23jUNMMnn/hHM1NUTZtbGRiMoWqykQjPlRVwutdapwLgkBdXQiv18nbh66ydm0d4bBtNNTWBPD5nNTWBO1SzQ6ZaNTHmbMjq2JEWFaRQulVnOoWRHGpcVSqnMEw4u+tMTBWmMUrO5GU+3hh6jIN7gg9oQ+CJVCIb+bwqWGSc1fweBy0dzbQvVEk4n6YibE5xhdKgdqynz6/i6619zM+Msfk+HVd8F0L13J7HAS7BUqazngyQ8znoT+ewO1QmM1a7Gl/GMuyGOibZnYmA4KAyxWjruGjhMLeeWERk6mBetKp/Px1ZaCbUl2axuY9pKc6mZ5MgSDg8UxT19BITXDtIre1LHpwyDdcPmH3fZSWKQazGrhcKu0dVbz+2mWamm/sXCfGU0xNpvjs5+8hOF96VVFcC0S2XLbE1GQKEEgl86tKJ7KwMHQTXTcpFCp4fU5Uh8zli+Ns2NRINOZDEAS2bG3h8NvXSKcK1NaF2Ld/DV/760MgwOd/4gDO97EqWnNViKcP9PAPh87x8tlrOFWZgNvJ/Zs6KFY0dnQ0EvbZ1Sn3r2vlhdNXKe7UUCQJURRQZYlP7N3Ef/nmK5zoG2NNfQxNN/hfPzyKd57ot6mllqd2rl9RUyFbLPOHPzhEWdNxKDJzuQKbW2ppqbqh1CcKAspN7PNUvsTwTJKfeXQ3Ya9tkO7rbuH/+/5bJPNFFElaqG/xUE8Xb10eQpo3SqbSWX73u2+QKZZRZYmfenjXIlLicpgeS/Jnv/W9d9nbt4fDqfBv/+iztzUGwmotgVCM6dIw13Kn8cpBHq/7KWpdNldCq+jz/4yFv0vFCqVChVKxQjFfJp8tkc+WmBqdo5Bb2b198s1eDN3A43fh8Tlxe5043SpOl4rTraI6FBRVQlHl+f8vDjc1rq3n3/zNLyz7rAgIqK6Vx7Uv6Obzv/gIydks548N3NbDmkkWePuF8xx95RL+kJtIdYBw1Ic34EJWJAzDopQvk00XSM/lSSfz5DNFKhV9tZ7bJXA7VVwOhenZLLXVP9qegWjIw/4dHaiKTeLOFyu4nCojA3EaGsK43LaRLskSiiwSc3nRTQMLu87JUHb5mhJ3i3SmSDDgxnETMbRSMbh0eZw9uzt4Y2yO8YkkTqfC5GSKubkcPT3NC2NueibNs8+fRVVkHrh/Hc03CWDdNSyLLT1NXLkySUND+M7HAxW9n+nkLwBLx7VhJvC5P7Kq86zaGLiQHqHb38Dl9Bgxp5++3CTt3hpmBjP88e+9QFW1n2iVn8nxJP1Xp2jtqEZRJF578RLPPXOKlraqhdB+a3sVbR3VXL4wzhuvXELXDPqvTVNTFyQQdFNbH6KlrQqHIjM6l2YsmSZbLDM6l2Zdne2BME2LZ755gvNnRmhoDlMsVDB0k8988QA921rQNIO/+as3mJ5ME6u+YTHtO7iWhqYIzz1zmqNvXaOxNUohV0YQ4KlP7GT3PV3vS51wy7TYvqON73zrBKMjiYX30+kCqkNeMARuxfFjA0xNpQCBxGyWWNWdXWPxmQxf/sMfIgoC6XSRBx/eQDDoJpspsWZt7cKOy+NxYJgmxZKGKArs2Gm3r2tNDS0t0fc1HiqJIg/3dNHTWsfEXAbLguqgF7dD5Rce37fAzhcEgZ1dTdSEfDgUmc8c3Ip/PrWqJuTjVz50AFEQ8Lsd/OpTBynelAIZ9XtuK67kdzv44oM7mE7lMEyTkNdFYzSIetPi31Eb5Wce2Y1LtR80l6rwcx/YS0ftDS5Fe02Yf/HYXqoCXn720d3EAnY647b2en7nC4/TEA2iSCK/8dH7sSwLv8tJQ9QmAK1md/hOXcqrhTHvkbkdUtoMh2a/R9ks0u7ZRLWzGVlUKBl5FN3DV37vea5dGKNU1CgXKpRLGlpFR9cMNE3H0E3bPW5ZK+64r+Pkm1c59dZVhPnKg5IkIisSsmIv/qpDwelScbgUAmEvP/6rH6C584YrNR3PkI5naN24lDg12juBw61S1bj8hC0IArXNEX72//4QX/733+bSyaE79o2uGczNZJmbef/T/Mrz4YvWxgjVUT+ZFYos/Sigohs8+/pFdN325OUKFe7b1cngUJzt21upqg5gGCbPfv8MvqCTtxNDJEo2Uc4hydxbt/pMnNvB53OSThepVAycTnvun5pKMTOT4fz5MUoljQsXxti+rZW62iAP3L+O1167TPN8CLWxIcLnPrMPVZUR3wPp+nDYS319iIuXxtiw/s4VcmWpjoDn04jiUu5QoXxowbN9x/OstoFe2cnh2V4ADlStJ17KYFgWxw/3EY54+Vf/1+M4XSqGYVIpa7jnJ2zTNFmzvp5f/s0nkeYtKVEUUVSJ+x/ewIH7u0mlCvyn3/wmH/+xPezc04EgCqiqjKTr7O1oQjfNBZdJU+RGpT7DMNm5t53P//R9lIoV/s+fv853/v4Y6zY0gGB//tBjm3niw1sXviPNT/SGYbJ5WzM/868eplCo8MoL5/nqn79OJOZjTXfdO1oIhfk46kKK3Lz5P/8u4bCXzT1NvPH6lYVjFEXCNMwFNbtbsXdfJx//1G4E4NDbVzlxbOCO7QgGPTz1ke24XCojw7O89spl1qytRVZEKhUdy7Jjj7puIiAgS3bNg0sXx4hGvcTjWcbHkjTfpUFgmhZzs1l753MTfH4Xbo+DRDyLrhvIioR/3hKvDfkJOpy216NkUi6ViDldiIJAsVAhnysRinhZ11hNqaQRcToJ+N1kM7ZATEuVPR5SyTwdsTAOp0JiNouhm2DA5HiSYMiDrEjMzWYX5Z6LokAs4l3QJbgVmqZTSJfwIzM7ncblduDzO1nfVI1lWZTLGulUAVkSWVtfhSgKKOEApVwZZ0jGocisa6gmky7gCTnZ2dm4zFV+NIRjcnqailnEJXqYLA0yWRoEoN7VSZu0ld6zI1w+PfKeXc+ywDJs8pOhm1TKOrA07c/lcZBLL2ZSTw3OcPLl8wSX8XQcfe40zesaVjQGYD5zoquGX/jPH+Mv//sPOPFGrz2e/hmgoTZIQ21w4fXZH2FjIJUu4nM7aGuK0j8yy85NLYxPp3CoMiPDCbw+J+lUgWy2iCJLNHoDhBy2N86rqEScbjDucJFVoKkpguqQ+fZ3T9LRXo0si4yOzrH/njU8+shGxseTfOs7J9iwoQFZkejurmd4JMFrr19h06YmstkiFy+OoygSdXUhqlaxYQObDzE+kSSTKTI+nsQ577ESBIEd21v54YsX6F5bd9tzCMg41A24HHsRxeU3lJo+tKr2rNoY6Am2ElZ9VDuDOCSFzaEWfIoTWZYol7V5NqW9uCk3lQ0FexfodCpLdty2tS/hKFYWmMxO140oWFnTOdQ3QrpYIuxxEfG6ifoWK6mJomjHlJwK3evr+d63TqJpBopqt0FRpEXnBNtAWfiuw77mBz64lbOnhnnr1St03bR7Xi1EUcDlVplL3Ej3SczmcLsdC3F/QYTdezr54z96kWLR3sFWVfkxDIv+vmm2bV9KxHI4FQLzrGWX28Ftt7rzUB0yrW1V+P0u6hvCvPjCBcbHkzQ0hBkciGMYBpIkMjmZxOVW8fldJGZzvP7aFT716T1cvDjOs98/wxd/+l4cjtWHCioVne996wTjo3NMjM3h87sIBNwceHAd6zY28nu/9b0F15/X6+STn9tHXUOY6akUL/7gLOdOD1PfGGbbrnbuf3gjZ04M8ndffZtf+o0naWqN0ntpnGOHrvETP/sALz9/HrD40Md3Mj46x9f+95t89Ok9eH1Ofuc/PYPH60BRZAQBPvChrVRV+/n6V94mmykyMTZHbUMYv9/FJz67l8YV3HpT4yl+/79+n3DUiySJlEsaBx5Yx70PrieZzPO1v3qT2dksWNCzvZXHntrK9ESKb/zNYX7iZ+8nEvNx/PA1Lp8f4zM/efB98Tj9Y6HG2czjdT+FJNyYMizLQrc0jMI/vSrfzbAsi7e/c5zeY0urjM5OJPmJ//SJO55DEAQa22L8wn/+GN/9P2/xwt8fIz33/qfyCYKAx++yCxKt8Pn/30CA4Yk54nM5O0NiLkdTbYit21t59eVLXLwwhigKbN/ZhsOhoGdNdNPWYLmSjDNTzPNA9bv3DrhdKj/26T2cOTPCxESSurogdXVBmhojyLJEXV2QPbs78Hoc3LOvC1W1wwEXL43jcats6WlmbHwOQbDntZWMAYdD5p59XbjmF/1SSWNqKj3PPbDn557NTVRV+YlEfHz66d1EwrevbSKKIULen0YQls+scKpbcCgbV9UPqzYGLmZG6fLVMZyfQRElJopzBBUPu/Z2cvjNq/y//+0HPPDIRtZvaiQQdC8atLPxLEfeuroQY7keBrgTfE4HH9m2noH4HH0zCYZmkwsSuddhGCalUoV8rszZU8O0tlfhcCoLC/5g/wyH37Q9GoIg0Lm2llB4KePT7VHp6KrhWu8kmmbgcKw8cZuWxeBgfMHI8AdcNDVF2bK1hX/45jGq5sMSRw/38bFP7FzUF7EqH+s3NPD1vzkMQDTmY989XfztXx8iMZsjVuUnly2ybhXuoZVQLmn0XpnA5VLp75uhWKxQXx8iFvPzx3/4It9/5jRVVX6ee/Ysu/d04HKpPPeDMzQ0hlm7rp7qmgD/7+8+z7kzI2zf2bbqCcjhkPnU5/ahaQZ/+D+eY+feDvbsX4PqkMmkClimxWe+eIBQyMNf/8UbvPbiRZ7+wj00t8T49I/vZ3x0joce20zP9lZEUaBU1shmirz9+hUamvdRKevkMnasuVAogwWZdJFv/PUhNm9robktxsxUGlEQ+MKX7iMam88ycNruu5/5xYeJT2f48u89z+d+6iA1tcElhuLN0HUD1SHzxZ97AJ/fxanjAzz33VNs393OD79/hlJJ4+d++VHy2RJ/9ocv0dZZTfeGBqqq/bz8/Hnuf3Qjr714kQ99fCfqPwNd+3eDscJVJEGhznVj8i0YOa5lT7NW2ftP2LJlIAhse3ATj3xhab736984surxLAgC4ZiPz/zLh+jZ3cEzX32bc0dXFiZ6pxAlAV/ATVNHNVv2dbL9wBrCVe9Oo+FHAbGwlyfv32iTrLE9qOGgB5/HwYc+vI1yWUeWRRTF1nTYVX0j7DNVyPLK+N2VlF8JgiAQCnq4797uZT9XFJndu2w9j+s6F4GAm7177CyuJ59YnYqow6Gwa+cNHQG/38WDD6xfdMz6m+b969e8HSyrSKH8JorchiI1IQjOW4qGqatSH4S7MAbipTS1zhCDuRkiDj9TxSQd3lqaWqP80m88wYvPnuXr/+dtnC6VD39iJ7v2dS4s/pPjSZ7/3pmFTe2e/WtWZQyki2W+dvQsJU0n7HHRGA4uxG6v4/AbvYwMzZKcy9PUHOHpn74XWRapVEyw4NL5UeYS85XwRBGf37WsMQD2LlyrGCvGNC3LoqTr5D0WX/nhcTrPDBD1uCGkcP9jG+ncVMcT5S28/nYvvfFZduxoY+PWZkzdRIo6kFWZZLFE44Zqena10J9LYQyN0LKrnlDUy/OvX+Dy5AxVMT+fC8k0NIVRbpJjjka9dK2poaBp9E9PU9Q02iJhChWNap8Xj6owWczhibj4r3/xAkVNx+Nx8Nijm3CEnQzHZ2k+0Mhfv3qSKqebA7u7cHf5ee7cFd68OsQvff4BhlMpxjJpqjbHuNw3Rc/WFhRFQpJEHC5lWXepw2UTuK57L1TDRFYknE4F702pb4Io4HKphCJequuCtoFgsUASEkQ7PnzzDnrt+gaGB+NMTaSWXLdS0Xnmm8eJVvk5+OD6G98TbKU2WRZhPuYsiiIer5N8rowkibg9DjzLMH+XgygKiJKAND9+dN3k0oUxHn9qG7EqP7EqP13dtZw9OcTGniYefnILf/YHP2RqMkVTS5Q16xaHnQzLQDd1xHklTEWRkB12OWQR0U4bs+xQiywsfkQNy0ASpIW/RUFEt3REJCRBxJxn+8uCjIWFbupIgoQkSJjzyqDiTSmzumWguhQEkYVjrx+nmwayKCEiUjCynEm9jl++QWqqmGXcspe1yj4UVcFxE+HUwiYVWpaFMl+PXddtj5QgCHY2jWEiq/Ii1rRl2Rk4siyhawaGYaKo8oKAkKxIN1UeFHE4FXTdoFSs2J5GWSJSG2L3E1tpWru0iM3OD/QsSSu8ExRVpmdvB12bGrl0aog3nzvHxRODzE6l58MXq4ftAZXw+JxEqgM0d9XQ3dNE58ZG6pojuL12EbHVGiyiKOJwqstGm1THexPDXgmSbM8Jy82XDqdyxxLziizRWBvCNK2FsXL9GZYkEbdbxdBNyvOkbUkWkWXbMPArDg7UtmKZdqEx1SEvjCvLshYkp5V5UqBW0ZEkEV03FoUKr/NRdN3EmNcKkGRxYZyuBMuyw1fX5xrLsrNGhOuar5aFPG/EXM8cu94m07CPlWUJcT5t9vpYB3u+kee9mncaBxY6+eJLlLUrKHIDbscBXI6dyHIjAo678iSt2hhwSAovTJ4moxWYLWcAC0W0b0Bjc4QvfOk+ZuMZXnr2HF/5X69R3ximqcV2v67f1MAv/5snF5TdJHn5AaqbBuMFu4RsxOEj4HLxM/ftoljRmExluTY9S6G8mM3fta6OBx7ZyDf+5jDNrTFqaoM3OkCAR57o4YkPb1t4fbMu+c0wTYtEPEsg5F7gFdyKgqbx1VNnWHNvC/seX0dzKEiiUODU2CTDqRRHRkb5if3b6HXm2C/WYQnw3NVrPLymA2VjAFMV+OaZC+xoauCXfuUxjgyP8t3zl/ni7m1sfWAd8ZBBdbKO9XXV+H1uNq9vW/RArVvfQFNHjP997DQuVSbiceOSFd4YGOLxdWtoj4Y5lpjkx37uIPFcnlevDRBwOelur8eab/81McuHPruTLQ11GJbJ106d40BbCx/+5A6qawP8n+Nn7LBOs5eKKC4M1s27O/h3f/qFZclUsixSuwo9gnJJ49SxAQRB4MqFcT70iZ13jHr4gy6iMT9H3rq6RPPgzIlBSkWNX/63Ty7aeafm8vyvP3oJp1PB4ZD5+GdWDgXcCfGZDH/2hy8iCgK5XJmnPr4DSRIpFTVCYc+ChHE05qPvqi0/XVMbZO36ep575jT/4X98csmY68v1cyl9GYfkoM3TyuOf2YO+JUWNs5ouXycD+UGuZq/hV/zsCG1DEW3LXrc0zqTO0RPchChInEqewik6GSmM4pbdbA9t40L6InNakhpnNT7Zy4X0Rbyyl42BDZTMErqp0+G1dxxls8TL06+yO7oTf4fKD6df4mDsABczFxERGSuO45W9bA32IAkK6/17qHfd2K0UjAzD+Ss4XQo/9RtPkM/eyBAoFSs8//fHUJ0KoaiXbfu6+OG3TrD9wBrcHgdHXrmMokrsvHctnpsW5/hkiiMvX+Lhj+3grefPL3BGvAEXg71TuD0ONu1qY3Jkjm37u9A1nXPHBpgcnaO7p5nmzmqqm6NUN0cXiJfXiYiVik6oMYrb7UDTDMolDY/XQT5XplAo4/O75o0XCUM3F3mNKmWdfKHM+h2trNvWwvR4ksnhBMff7GVyOEGlpDE2PAuWhcOhIMsSimqTHoMRD/6gh0i1n6r6EIpL5dS5EfwhD6GIl5quGlrW1CyM4cHBOKdPDfHIo5tskq9h8srLlxgdTSBJItXVAXbuaiMU8iA4Feq3Ni8scH6/k0ce3UQymefVVy5x+OQgo7NZtm5toan59gJihmEyMDDDubOj5PNl6uqCbNnawrGj/ezZ22mTkLMl3nyjlwMH17BlXyf/+g8+w/PPnWXDxkY65vPhs5kib7zZy/MvXcR9pI+a2iD33tvNxHiS06eHeeTRjXi9Tvr6pkkkcjTXh/jL3/8hggCqU6F7UyMHHt2Ix+fk7LEBvvPVQ3h8TlSnws4DXew6uBa3ouKSFc4eG2BmJsu/+E8fpao2yPE3e5mLZ3nkI9vt/gi6qZR1vvPVQxz8wEa+//WjJGYyC3P8xh2tPP7xHTz3jeOcOtSHy63i9Tu597HNdPc0LSuKdh0vfvcULreDgx/YSCZV4Nv/52127O9icizJ5TMj/PgvPozX7+L8iUGGr03zxNO7mRhO8Pw/nCAxkyFS5efRj22noTnK975+lPPHB3G6VERJoKm9ikc/uh3/LV72WyEKfmLB/4imD1GsHKdQfp1M4RsoUj0u535c6g4UuQFBuLOc/KqNgXui3eyNrl2wfEzLxCXfKJghSQLVNUEee2orh9+6yvRUesEYEEURh2MpZ+BmWFgcmr1CYi6LS1I4mexnZ7CLy8NzTKdzDCdS3Le2ja6axZN6VXWAnXs7MA2Tr/7FG+zc20F71410QFmWFu1Y4AZnYOHalsXkeJJLF8Z49Ikee0e5DK7OzFLSdX7hwB5USUI3TX731bd4avM61lZF+b3X3ub0+CTT+Ty//sB+SprOH715hH2tTeiWyfcv9dIYCrK5vgZJFFlXU8XJsXE6YxFkUUQUBZoiQdbX2FXu5FusU1EUuDaboGIYfGnHDruaoQWv9Q1yo4SlHV7ZVF9DolAg5vWwp9V2r8W8Hs5OTHFfVxsNwQBnxycJulx011ThkCWcsoIkCuxoqsfncPCNMxcwTAtJhFDMRyj27lyXmmYwcG2agb5p9t/fzcaepjtargICu+/p5Kt//jruW3LtI1EfdY1hXnn+PM2tsQV+g8/v4qmP7yQU8SCKIrFVSNiuhFDYw0ef3o3H4+TyxTFeeu4cdY3hBYv/OnTdXBg3hXyZsdEEVdUBei9N0NwSW6QXkdfzNHma8Ms+Rgqj7GispU4NEFAcdEbqGJy+xI9HPo5LcuKWPUjzdT0MyyA5M06N34eIRG0qQE7P8dNVT3Ml24thZajTAvxY1Qd5deZ1/IqHD8oPEHNEOZ8+T6urAcMy2ByyXZWjhTFaZqsI+lRUh8TE1ARjxTHmykkckoO1vjWIgsiZ1Fm2hzcjCzJu+UY8VDc1fHIYURLpWL94F57Plhi+Ns26rc0MXZ2iriVCS1cNoZgPAYH7nuyhviVKKGrn5sO84NTb12hZU0tdc4SujQ2s29rMiTevEq0JsPWeLgauTFLXHEVWZDbtaqOYL3Pt4gTdPc3EagPz54HeY3288Q9HQYB7ntpB1/Z2Dr91FUEQaGqOUKkYnD87wkMf2MRbr10hEvUSifqIz2RobIoQn8mwZbutn1Ap67z+6mU8Hget7VVMT6WZGJtjzz1dTMxmad3cRF19iHOnh1EVibqGMLpm4HSrRKI+OrpqbI/GfIGw/r4ZXnr7Knvu7aZc0vja3x6mVNLYu68Ty4I33+jl5Zcv0tVVw/oNDZimxdGj/TQ2hmlpiXL8+CCXL0/w8//iQVLZIrLXwWNP9Ni8JafKxk2NnD07guBS2bSlmdHROf7n/3yFf/WLj6wo52xZFseO9vPtb59k27YW6uqCpFIFstkSr79+hQ0bGggG3RTyZV5//TLbd7QSi/kJ1uYZmk5T117Fhh2tSJJNUq5pjfGNbxxDlEW619YhyxKjowm+8fdHqa72s++eLkZGEvT3TVMV8pCYyfD5X3gI0zB54VsnmRxL8tmfv59kIocki3ziJw8wNjTLN//qLarrQnSsq8M0LY6/cRXDtJBVezyUShrH3+xl/faWBSM8PpVmuH8ay9rA+HCCB57soaXLNlx8fheCKDA5kqC5vYqDj23i/IlBvvrll/n13/444RXmPMuCqbEkXp+TSlnne187AkDb2lrOHR/k+BtX2bq3g70PrCOVyDM+kiCXKfLVL79MTUOID31mD6cO9fE3f/wKP/9vn2RieJa2NTUceHQjuWyJr/3pq/gDbh792Pbbzk+CICAIHhzqelRlHX73J9GNUYrlo+SK3yeZ/WPCvn+B33NnnsyqfUjn08PMlNLk9BI5vcSZ1CCZSoHhwTiT40ly2RKZTJFL58YwdJPoTZ2Yy5UY7J9hsG+awb5phobjjCZSzObyZIolxpIZTMtkrpxle7idfdFuYo4A8VKGmUyesq4jiyJ+lwPHsrt2ga272mnvquFbXz9KqXjDe5CYzS5cd7BvmsTsjfSfXLbE0ECcw29e5U//4IdEYz72Hlyz4gKVLBSJeTyo0rz7x7So6AZ+hwNJFPGoKvFcHlWScMgyLsV21ZZ1g3guz+mxCWr93hXdZ6ZlcWZ8kh/29nF5Or4sz3yuUKTKd6MNC/WL7ngHl8dwMsWLvX0cHR6jYhiUdYPvXbjCV4+fZm9rE8p7SHrz+hx85OndfOpz93D+9Aip5OoIWVU1QZrbqjh1fGDRvWnvqubDn9zF9FSak0cHFgirsiJR3xSmpa2Kppbou9JLUFWZuoYwzW0xtu1qZ24uTz5XJhhyMzaSwLIsTNNibCSxYPweeesqPp+Lz3/pXg69foXpqdSic5qWxeXMZc6nLxBUAkyWpjAtk3g5zmwlYRdEweClmVdIVW6wxUVEHKKDk8nTnEieQMDWO/cpPnyyj0R5Do/kxiN5cIgqJaOEJIiE1RAVU8O4qRyrZVkM5YdwSg6G8sNopkaju5GRwii6Ne+WFSSijgh5o0BaS3A6+SqjhV5Khq13IYsKIbWadK5EoVjh6tAMhdKNksbFfJn4ZArLgoErU5RLGn0Xxsllirg8Dk4f6mNkYGbheF0zuHZhjEpZY7B3inyuxIUTQ6zb2owsS1w4MUhtQ5hI9WKCVjFfZnx4lmLejuWnZtJ87b99B3fARbgmyN//zvfpvzBKLlti7/4umlqiDA/GKRU1Usk8Xp8TQzdtwZsrExw93Ec+f4MXkEzmEYA993RRVe1nZGiWTLpIOlVA0ww7/OVx4PY6CUS8dG9qRFQlsrkSnd21ON3qfHjjhnHv9TnZubONxx7fzJatzfRemcSy7LlydCTBrl3tnD03uuCJE0WB7nV1HDi4lo9+dDvjY3Pk5rUaqqr87N+/hgMH1rJjZ9vCeA9HvOzZ28mHntqGIAjMzGRYCblsiR98/wyPPbaZj39iJw88uJ6PfmwHgcDtQioW58+Psm1bK5OTKdLzJaBVVaatvYpYzEdtbZDmluiCodzaVsWxowMUCotLXyuKRENrlM272nj6S/dy6fQw48N2CrbH56S5o5od+7vwB93E5+WiU4kc48Oz3P/EZs4dH0TXDMIxH7lMiUpJ48q5UabGkxRyJVSHgsvtQJQE6poitK2ppW1NLbGbPMmhqJfWrmr23N+Nrhlkb8lSWQ6GYfL6s+eYnc7w1Gf34nSpCKLAuq1NHHn1yiJ+yfjQLMnZLE98ahdrNzXy2Md3kJrLM9Ift+9XzEdTexVrNjRQ1xyhVFxaHnzFO2FZWFTQzWnK2kVKlTNYVglV7kSWlobLlsOqPQPjhQTnU8O4570B8VKaTk8db75ymRNH+xcGoKYZPPnR7TTNu2X9AReJeJYv/+7zC+cK1/vZ/NgaPG4nMZ+bK5Mz1NaGWFtTxxszF9FNg6DqYUdNB1v3tJIuluifmaN3ahbTstjabP+4UNizEJN2OGSe+sRO/vzLL9PXO8ma9fVEY35OHu3n/JkbKU/33LuWx5/ait/v4sKZEb78u8+jqjLdGxp45MnNhCMrszfDHjfHR8cp6zoOWUYSBZyKTLJYpMbvJVsqs7G2mvMT0xQrGkVNQ8Q+ptrn5bF1Xbx0tZ+2aJiAc2m8WhJFHlzTwf0drSAILGcyRDxuTo9NUjEM1HnGsSTaAk26YVAxDOS7WMA31lbzxd3bFh4IWRTZWFfNlelZwu73Rvv7BgRbd3t7C0fevsrLz5/no0/vRtcMZqZSlIoVErNZUsk8gZt0FyRRYN+BNbz24gXaF+l+C4TCHh7/8Da++41jdK6xP6tUdK5dmbQFqRCorQ8SugMrdyWUSxp98+7p86eHcbkUqmsD7D2whuefOY3X5ySTLjI5nuTDn9zFzHSaw2/28mM/cYCmliitHdW88P2z/NhP7F/YqYiCwDp/NxE1wpnUWbyal1ZPCxk9y1zZFuiyLHCJTirmDcNWEASckotyaRpFVPDITkpmmUR5jqSWotpZTbwcJ6mlKBllQmqQiqkxXpzAJbmQBImSWaZslDEsg5SWpsvbyWB+iGQlRUDxY1om44VxPLKHillhtDBGQAkQVqtJVqa4kD6EZpaJORpocq8l6qjn/NUJHKpMNl/CtCzWttq7LodLxRd0E5+0J+9HPraDK2dHcHlUBnun5muC3EB6Lk+0OsD6x1o4c7gfj9fJvkc2EIx4Of56LzvvXUt7dx3xyRSJmQyXT49QVRfE6VLw+m8KNYwlCMT8fOJXnkRWJHKpPGNXJzFUlfGxJIoskkkXiUS9jI/O0bW2liuXJhjsn6G2LkRDU4TM/MIG4HQpFAoVJieS6JqBrhn4/E7Gx+bs1GDTQlVl5HnxHJdLpa4uRKFQWZE4apkWpZJGpaIzOZGa1/+AoaFZFFXi3vu6+dY3j5PPl3A61flxbZDPlxkcjOPxOBbm3JmZDG/NE7QDATfr5700xWKF0dEEo6NzSKJA7DaevdlEjlJJY/2G+kU8AwHbM3Ly5CBDw7OkU4UF4bViscLV3ime/OAWXvrhBQb6pwmHb8/ub2wMY1kWFy+MLfu5IAjEaoO4vU6m5gXpCrkyo4NxRvpn0Co6Dc1RLMui//IkLo+DvQ+s489/53lmpzP4g257PplM89dffpm1m5vYvLMNj9eJokqUSxrf+/oRDs2Xq951cA3rt7YAdnhxuH+Gs0cHCEY8hKJ38IRaFlfOjZKey/Mzv/EEgetSxBa0dtYwM5niwsmhhcPnZnO4vc4F17/b68TjczI7ncay4NArl5mZSJHNFCkVNXbftzyhcXETjIUQQbH0FpoxiiRGcTv3EVS/iCK3rJhpcCtWbQxsCbUTc/pxSvbAHC3M4lNdfPiTO9l371oKeZuYFYn6CEe9C7GWhx7bwL57mwABQ7fZn5rQzBuDcabjBcbm0jSE/fzCrz/G2cIQk1oShySS1gpkKkXOT8wwnkyzpbmOXMljL3hmEQuLD//YVlTpBuGmraOK3/gPT6GqCooi8ZM//8BCzvtI3wxOl8qVM8N8728O01Qf4rHfe3qhiIt73qK7ndu6KxbhrYFh/uzwCSJuF5vra9nT2sQzFy5zZGgUj0Olp6GWvtk5/vexU5iWxbbGejyqilOR6a6OMZbK8HrfIPd3tnFmfJLJTI4Lk9Nsrq9FFODY8Bhz+QK1fh97W5uQbmnPmqoobw8M82eHjhN2u+hpqGNzXQ3fu3CFI14PHlUh5rUHpSSJSyrwqZK04JkQBYHBRJJ/OHsRt6pyoL0FhyzTHgnTEY3wytV+2qNhPOrdiZ4KAnStrSUSu7GDUx0yGzY32mIxToUnP7qdt169TD5XIhHP8tJz5wgE3Vw8O4qumTz4gU3EqvzomgGCQF1jmA98cAumaSEI0NgU5bo/ZPPWZkYG4wwPztLeVU1rexWH3+idJ+JZ3P/oBjb0NCMKICoi6zc1rspb4PY6aGyO8vrLF21ho6CbH/+Z+wmGPOw5sAbLghNHBnA4ZT77kwepawhz5sQgO/Z00NwaQxQFHn58My8+e5ZsprhgkPgVP5fSl4mX43R42ykZJTYENpDTs0yVptkc3MT59HkkUcYrLya7xhxRFFFGFVUkJNo8LZxLn8Mn+9kS3Mzl7BWOzR2n3duGS3JxPn2BvJ5nR3gbWS3HQOoMGS1Nq6eVZncT3f5u3LKbVCWFXwkTUSMUjAIhNcxAfpCgEmRLcDNuycvGwD2s8+8mpc3QmznJ81NfYa1vO9HQLtLZIh1NsYXQidOlsueBdVQqOg98yNb5CMV8+IJuJEkgnSxQLlaou4kH4vE72XnvWrwBNzvvtTOCfAF74lzb07TAKg9GvOw4sAbLsnC6VfY8uJ5KWUecN4L1io4oSWSTeSRJQFZlcoksnXvWcOXsMPXNMfbs7yIc9jA+Nkd8OmOn4TaG0So6/oCLfLhse30sC4dbZc3GOq71TxOJeNl9oAuf10l8OkNTcxSHU6Fc0ti1twNVlTF0g9qG0IK3YTlMTqb40z95GUEQqKkJcM9+ezydPj2ErpuMjc0xE88wPJxgzZpadN3gO986weuvXUYQBD76sR0L0rnZbIn+a9MIon2u7m47N310dI6vfuVtpqfTfOln76eqauVwma7b1SqVZTyvum4wPJwgmSyQz5Vs7X5gfDzJ5ESK8bEkhmlx8uQQW7e13Ja0qMgS23e08sYbvXR21Sx7jMB8BvW8V2Sgd5K/+v0fMjU2x0/+6qPUt0QwTYuTh66BZTHQO0k+W+Ly2RF27F+DJIv0X5kgUuUnGc8yNTa3wAWTRJG6psjCuPPfVEvgxFtXuXphjFKxwr/8fz6E77ZeEbt5hVyZWG2Qs8cG6OiuXRiDqlNh34PreeP586zdZOuL2BLbN/1Owf5nmrZRXFUbpGN9PflsibNHB+i7PEFNQ2jphW+CaaZJZH4by9JwOe4h5PjZeQPg9lyD5bBqY6DZE5v/AfYFnKKCJIg4vAqtN7Gyz41NcfjCOJZlkS6W2Nls0hKKI8ktlIvHQJAxMFhX38GG+moKlQoTqSwev5NULs+GQCND+TgdrhC9iUmGp4psbKjha0fPsaW5lk1NEcbyF0hWJkAQ2OR9mOG5FL0zs4va61FVdjTX45vfMQxdmcTUDTbvbMOyYOjqFJF5yy+ezXN6aGS+CJINhySxsa4Gz01FdFyKwk/s2sZIMkXFMKgL+FhbHaMxGCBdKtEaDuNVVT61dSNDcylkUUQRRQ4NDBN1u3mrfxgRgUyxTEnTaQoH+dyOHvxOJwJwsL2VkMvF6bFJ4rk8uXJlUUjBpchsb6rni7u3M5xMoRkGDQE/a2IRGkNBippGUyiIcz4D4WB7K8q8oFBffI7+2QQBp5MTI+M45GnylQoxj5tEvkBnLIIqSTy2rgufQ8WpKPgdDgoVjWNDdgjhbuDeGGJKKpMeHMHncOB3OnjskzsW5HfbOqppabOFerw+Fz/+s/cvfFcQbA/Cuo2NrNvYMF+cReKDH9sxX+pZYN+9axaOl2WJpz6x03azVirs+fgmLk7O0DebYCab5w8vn8a6fApVlgi6XDS0+jkxM8U6sYpqn3dFT0pVdYB/+WuPYWE/rNeNRUEQcDgU7n1oPQceWLeI9duzvYXrHhCw02g/88WDi4hI7Z42WufLpdrZAxYCAmE1TEgNISDQ5LYnkFv9Q83uJppZrKzX5G7CsuDcxBQzWQ+W5WZUEAANxeqkhMjxRAILC9XqogJcS+ggOJia7JuXdw5gqiqi02Kjeyc+p4MN/vULfAXTMkhq04wVrjFZGsS0DDYH99Pq2UjJchKfy3Hy0ij3bLV3hpIsLlIFvA7/vMfnZtLgVCbL+YnpG8/flP2/tkiI6Lx72X+Tp0h1KLSvuyHGcrNXAEBWZYYujvL7X/ozEAQys1lESeT4C2ftwl+/8RR19fYk235LhTndNJnN5ekvZvjB4X6G5pIk8gXy5QqmZaGMSvicDqq8HloiIbqqorR4XNRV+ZDvgrkfi/l5+tN7CIe9+P0uZFkklyvRd3Waqmo/42NJwiEvZ8+M0NVVgySJPPjQBrZsbcbnc+JyqQtjrq29is994Z6FmgjX0dFRzZd+5j7+6i/eYGYmc3s1Tp8LwzBJzOWXpIa73Q4+/OFtNDRGmJlO8/u//zxYcP7cKIGAi8nJFG6XytBgnHS6SGiFYj3XsWZtLW++2UvftWncy6T2JuIZ8pkSVbUBhvpmWLu5kZ/+tcf48995jumJFCCQSmQZuDJFfUuEqxfGCUW9nDkywO57u/F4nZw/McTG7a2MDMzQe36M1jU1CALIqsS2vZ2s3bxUAOzgoxvZfX83//O3f0BqFZoSggDb9nWy54Fu/uy/P8f6Lc2s23Lj2eze3MgbL5zn6rwgUSDkoZivUMiVcbpUSkWNQq5s8xIE6OiuZf/DGxbqcrz1wwvsua8bWVlZQVAUvUQCv4ksVr0jA+BmrNoYuPUiJ+b62B7ooNoTpFi0pYC9PieNoQAlTefK1AyKJBFwOTCMCRRlEy73x6lUjlOs6IwkknTXxciWKgzNJumoDqOZOqeSg+S0Iolylia5hmS+SN9MgmJFI1+qMJnOYLhmEQSRKmcboiDz6rUBfufltxZpkbdFw/zVZz5KzGv/xLY1tbz1wwv2ThPYtv9GgYtTYxP85vd+uFDgBmyy3Z9+6ik6Yzd2LoIg4FYV1lbbhtG55BhCWUCVJOKkWKPYin0uRaF7/phvn73Ev/3+i4vaVhvwcaC9hY21iyfLKp8Xv9PJ3586T768NF4Ucrv4n596ig111Qvnv4726FId6+seAt00+d9HT/HtsxeXHAOwpbGOH9veg0OWqPF5FxjyTeEgV2dm+X9+8BKJ/J3jZzdDEGw9fkkUUWUJj6oQ8bhpCYfoaahla2MdbZEQDtFOOxPFpQPeHnI358yKi85/HZZlkSgU+eHlazx76SpXZ2bJzU/eK8EhS9QF/BzsaOXDm9fRGYss8aLY/WBy+cwwazc3IYki548Nks+V6NnTzvRYElmRSCXyXDk7wrotTQTCXk68eZVysUJLVw2xmgBnjvbjdKls3dtBdYNNPpSQmJvJMD2epHNjA+eP9VNVH+LE673IqkR3TzMtXTUce/0K9S1RahrCvP6Ds5RLmk3Ei9rXKeRKNHVU03NPB395+CQv995l7rVge4gkQUSRRJyKQsDlpC7gY11NFdub6llfU0WOUc6kXqXa2UxP8F4ijlqUeYby6cQY4zNpHIqE23l3XiTTsvjOucv80RuHF6V8ATzc3clvf/ARnHcoRX0rWtY38ut/+bPLprwJgkC4Lrjk/Yquc3FqhmcvXuXQ4AjjqQwlTbstF0cUBNyKQn3Qz47mBh5a28HGumrcyp2rGCqqRHV1AP9NhszwcALVIfPjP3EAt9vB1d5Jvv71I+TzZbvdEc+yBECtYpBOFRAlcUHQC1gIGzzy6Cb+7u+OsGlTEzU1y3sHwhEvnV01fOfbJ/jYx3bi8TqolHVUhwzCDQP9+u8qlSpcujTBxz+5i40bGymXNf7g919goH+GrdtabClq3UDXTTRNX5RR43Qq7NnTyZ/+ycvs3GWTWQ3DJDWbYy6e5Zm/PULb2hoaWqMM9c0gyxLBiJcnPrWLr/x/L7FxewtTo0kCITc//WuP4XQrjA8n+JPf+j7J2Sz+kJszRwf48Gf3Iski3/zLN9m2z9YEsEyLVDLP7LTNn3A4Fbx+5/w9kWlojnLvY5v5/teO0Lam5obrf1nYfdLQEuPgoxt55m8P09Byg+DudKvsfWAd//O/PcuW3e00tNhepNefO8fu+7o5fbgPh1Ohub2KN7G9DHOzWcoljasXxohU+W+bzQC2joAqt972mNVi1U/ZYG6a4Xx84fVQegbzssDB7et47ZVLGLrJwfvXcWpmkiMDo7TFwsR8HhAiSFI9hcLXAJCkWkLe+wh55viHE3YJ2F1tjfZuS1SIlzMEVA8e2UFbIEb1RnsxXl9XhSSKBDwCmlxHRpsmo81Q7ezAsuxqcjc/uIZpLkqDK+TLqA4Z0zCpVHTmZjI0zdd3N0yTsq4vqi1f1o07FgWqcvr59vBpCkaFJxs34RCXdqc1X0lvcduslScZyz7eWObaqWKJwbkk62ur7soCzJcr9M0mlj2n3R4TsOidmcWtKtT4fVyanEGWRGRRxLCsFb+7Iq4fbxgUNY10scRE2t4B/uBiL2GPi53NjXxy60a2NtYt8B9ubpPJ9ZiysOKuSzdMDg+O8CdvHeXc+BTaKsu6lnWDwUSSoUSSl3r7+NzOLXy0Zz0eVV3ctwIMXZ2muj6M6pDpvzxBJpln3ZZmJkcSuDwOWtbUcPLNXupbYzhdKu1ra7lydoTuLc30nh0hFPGyeXf7ot0wQCZVYOjqFO3r6rh6fmwht3nvg+txeRzks0XOHuknkyoQrQ4wOTrH3gfX8faLF3nyx/bQsb6es0f62bCtBUkSMd/RfQIDCw2Tkg7ZcoV4Lk9fPMEbfUO4VYWuWJTHNrTxyLpPUu0J2t0i3MindigykYCbXLFCPJnD675zGtN15MplDg2OLHr2ruPc+BSTmQytkdUVbLkOh0ulvmN5F/StsCyLkWSarx47zXOXrpLIF1ZNxjUti1ylQu/MLL0zszxz/jL72pr5tQf2Ux9cWZJWVSViMd+iid6yLMZG59i4sRG322EvMo1hQkE3c4kckYgX1zKGltulEo9n+PKXX0JAIBRy85nP7cPlVIhGbcO+e10dnZ01nDk9zMOPbFx2gZFlkY9/Yhff/c5J/uov30CSRGpqAzz5wS1UxfwLu1NJFqmq8pPJlvB4VFpaooiigNOpsLmnidHRBG3tVXzvmdMMDc4yMZ7Esiwef6IHt9tBMOQGBNavr2dtdx2BgAtFlZFlia9++WVEUaC9u45HP7Yd1aHg8ToIx3wIQNeGBjbvauPoa1fAsnflLo/9vFbXBWnpqGZqPEl9S5TETJaq2iCiJBKtCRCrDdg6MwE33/vbIzic9ly9aWcbTz69m+B8+ioC7Lm/m0tnhrl4apg993cvO9cKQCDkwe2179W+B9cz0DvJueMD+ALuhbLW67c2s66niUDYQyDk5ukv3cszXzvCueODuL0OPvlTB/GHPAQjXk68fY3eC2OYhkUo6uXJp3cvykJ6v3FXOgMB5Yarbl+0m4HLcc6fHaG+PoQoiqRSeRrDQRrDQcq6jiJJmEg4nA+jqNsw9AEMfRhNn2JdXSNbmuthXshHRGBdoBFZlJgsJinoZZJKkVRGY11dFf3xOfa0N5HTEkyXyviVarJaHN1aHeMyFPPR0llD36VxTNMiskr96NthtpTlnuoOVFFmppil2RPBIb1/SnO6aXJ1ehZr/ZpVlbdcaGe+wGT6zkVUIh43r/cNkiqWqPX72NfWzFTmvS++YloWs7kCz17s5ejQKJ/d2cNnd/TgddiLiGGavD45QLpSxCkpbI81EHMtJQBWdINvnb3IH75+mNm79FxchwWMpTL83itvMzSX4l8e3E3I5VqYACRJxOlSOPzyRUzDQpQESoUKL37rBDMTKfY8tB6HU0F12qI7DqeCL+TG7XXiC7iwLLhydpRySWPHwbVLUpWunh+jUtGZmUixtqeJ4WtTyIrE5t3tZFMF/EE3U6NzFAtlSoUyV8+P4Qu48fic+ENu3F4H3oBr1UbQ3aJQ0TgzPsmlqRkOD0zyKw/cQ8ctXihJFMnmy2TyxbsalwADs0mu3hLiu47pbI7TY5O0hEPvyv25EgzTNiR/79W3uTwVv60naTXIlMr0xROL3rOFyq5RqlwFQcTr2EZdfZSf+OLBhfot13Hg4Jp5g9B+7fE4+OJP3Yui6HzwYwaycp5ceRqPugVhXnhq46ZG/p9//+GF+LooCThcaWpazvJYXQXdGsCpdPD0p/eg6xr5ynF0w87gcCrtOJW1C6GvcNjD57+wn0KhjGFYKGqOsnmEj382TyCYwrIChEIefvpL9+NwyLS0RPF4rqeXw/0PrKFQGscS32b3/RfZsj8OGKhyLzmtn/buVtaua0EQLFxulZ/7+Qcp6b1YwiG+9B/9eJRtuF21uNw3+Ftb93awcXurvfpKOR78ZJ5SqYhTaSTg61kYF4oq85mff2AhfXPv/etwulXqmyL86m99FJfHgSiK/Ny/eQJds58VC1sTQhQFnvz0bkRRQDMmqUin+ejPGWBdJlW4qRaMICCgIosBZKmKRz66Hkmy10SXR+Vz//JBLNNCuClc4/Y4+NnfeHz+3kBj9yyf/3WFUgnC/i34vLbi4Ec+t4/HP7Fr4R66PY4F0aJbx5NFhbI2REG7SFkbwrRytodAqsOprMGldCKJwUWe1NVg1SvX9cXaIdnEq6liEnGNRD5ZZt2GBmZmbBLOofExtjXXc2ZkgrW1MYZnhwkp57DMNLo+iMvzKbKVGN84fp5qv5fSvNHw4W3ruJqdoC87hVtWCaoeTNNiKp0l6vMwPJtkbU0MRXEhCiJZbRafEkUVV8eUHOmb5qVvn6SmMUJNQ2hRjvg7hSAInJ8bRxAg7PDcUXHrvcDV+CxlXcelrC5dzrIsRpMpUsXiHY+dymSZKxQZSaaQRJGxVHrFHbkk3J5sCfaif6cJNpEv8KdvHqOiG3xp306cioxmmSTLBQqGhm6ZS7wGYE/kz5y/zO+98hbp0vLysKIg4HWo+BwOJFGgYhhkS2UKlaXu35Ku841T57Esi1+5/x58zhsaGh6fi5H+uF0nIuzBG3Cx875urp0fu+PiJ4oCazc30rO3A+8yyndNHVXseWA92ZS9kDZ31bD3IdszcP7YAG6vk/RcjsmROSRZolTSCIRXFsa6FQIsCX/ciutEudvdqYph8Nq1ATKlEv/1g4/QFAos3P/J2TSlikY44MFxF7LLpmVxbHiMdHH5csa6afJm/xCPr1+DQ35vjWzdNPnh5Wv895feZPI2Bq9DlvE5VPt5E+xwQrZcoaTpS8a2KAg8tLaDGv9iwzVVeI7J9O8jCg5ao39CwHU/Xu/i+ycIwhLj4LrWfUUfZ67yW1QKw/jK+2mL/ukCQ1xV5SUZC6ni20xkfhXT0pDVX8alduJ0KpiWyeDsn5IuvgKAz7mP1sgfIUuhhetJkoBvfpzmypcZnft1DDODS/stXGozkiTim8/gun5dyzIp60PMFr5GuvgiFWMcy6qAbPePBuRTIpLgxam0ExM+T8j9ITweB6nU80yn/wRRcBL2/U88rsUub9WhoM7rh1S0MSbz/wbDTBNWP0ZM3bG4/7w3+u+6towwL/W8AFnkxJVRvG6ViXiGNc1VrPfW4J43apKF0wzN/iss5pUlFw1NAQEJQbANAqfSRcjzQRTzESTRa9eOuQXXswYAdCPBePI/ka+cBgRk/cfx8ZsIgozb68R9h4QnyzIpaleIZ/+KTOl1NGMWuFkBU0QUPLiUTqr9XyLgeuSuDIJVP2FHE1fJ62U886mFw+k4G3It9KxrIT6TsVNQKjrZUpk3rg4ynEiRyBdpCBqYZgqb+SUiCG4csoO9Hc3Uh/xohsFszt7VuSSVqMOHLTfpJuzykCpM8vqVAQoVjW8cP8/G5gDN1R4CrlqKRhrdXJ1nIFYb5IlP70GWJUzLek+04odyCXbGWog4PLw4cZmSoaEsE/t+N5BFcdGiOpJMky6WVm0MAFydSVDWb/AhREFYdpF2qwof6O7C73SQr1TQDJOipi05ThIEPrOjhy2NK1TUsuyJvqzrpEolxpJp+mYT9MfnlnXDlnSdvzl+hnU1VTy4ph1ZEFgbrEKzTGRBXLLrtSyLkyPj/OEbh5c1BFRZYktDHY92d7KhtpqQ24UsipR1nelsjuMj47xw+Rp98cSiftBMk2+fvURjKMDnd25BnjdCAmEPdU1hfEEPpmFL4oai3oV89ytnRhkbiHP2SP+C+E6pUKFYKKPrBlfOjpCey7Pr/m5iNQEqZX1hIVUddszS4VSwgPHBWb7zlbfZsL2FxEyGg49vJjGdoffcKJEqP/s/sJG3XrhANlVAUaTFE90y2FhXw+d29iz8liW3yrLQDJN8pcJ0NsfA7BzX4gnGU5klpFELODU6wZ+9fYz/+9H7cM6PQUkU2dtjC874VynxDHb46tDgyG0NxnPjU0yms7TcVK303cK0LN7qH+K/vfQGU5ncks8lUaAtEubezjZ2NNVTF/AtEIlLms5svkDvzCxHh0Y5OzZJPJ/HsqDK5+GR7s5ljC8LMLEsg3eiCGJhYaFhoWOtpkyfZWFZJnZJP+uWj0yYl5vOl0+SLR8i6HpsZcPeMuaPX0mi3SBbeovx1H+lqF0BTARkFKnK3p0iYVg5dGMOw8pSqFxAN9Pc4ALZ7bSWaetyPXGjPe9sMzc8lUSSRIYm5ljXVsO10ThrW6puPB+WNd8WE0nwIYo3r9AWllXBsPJUjHEqxji58hEKnnPUBX8NSbz9al7UrlLSri20PVs6gm7OoUh3lua3LJNM6Q3Gk/+Rkt4PWIiCB0VqRBTcmFYB3ZjFsHLzfWynVd8NVr0ihlUvrd5qvPL8w16BsQsJYi4/M9MZnE6FquoA965po3cqbufW+71011bhcfZgmkkM/Spa5QSKIqKbXl653I8qS+xobUBAoMVbRdjhw7IsBvPT6FKFnzq4Y1E78voc48WLaFaFgp4krK6uoM/w1WmKhTL+kIdyqUI2XaSm8e5ikbeiO1DD4fgAmmnQ6o3ilu+OPLUatEfDJItFZrI2u3U2l2cyk6XGvzo1QN00uTJ9g+shwLyOQHyRgQDQF59jXU2MgMtJplSmd2aWptBSwpEgCPQ01PKBdV1LPrsZC6WcLShqGkNzKX5w8QrfOnuJZGGxpyJdKvN3p86xq6URRRYZzafQTROf6kAWRaLOG0SeZKHIn7x1bNmJPOJx86V9O/jQpm4CTueSSa45HGRHcwMf2tjNXx45ybfOXKSk37CuS7rOV46etkmODXZNgTWbGulcX48gCgsiQ6pDYf22Fi6fHsayoHVNDTMTKcolDb2iEwh7OPFGL4VsmfbuOtZvbyVS5SebLtJ7bhRVlfH4neQyRSZGEuiaTilfoanDzrDw+Jy43Cq5TJFsuoCqStS3xgiGvTz0kW3IioQ34GLvQ+tv7YJFqPZ5ebi784476+v3SjNMZvN5jgyO8tfHz3BpemYR98YCXrzSz1Ob1rG9yTZ8MrkS8bkckiTidTvwuFbHGRicS3J1Jr7ovYDTQaZUXlgWpjI5zoxP0hwO3tETtRpYlsW1mQS/+8rbK46fT2/bxIc3r6dmXiDs1uu2RkLsaKrn4z0bGJpL8sLlazx7sZddLY20LUPk/ecK0yqQyH0Dv3M/knD3YVPLssiVjzIy92+oGCOAiFvdTNT7NB7HDmQxjICIaRUo6yNkS29R0gcJ3uWO9b2EaVpMzmZIZgpcG41T0YwVbZCo73NEPB+/6R0L0yqjGVOkiy+TzH8Xw8qQyP8dHsdWQu4PrjhGLcskW3oLw8oiCE4sS6esD1KsXEJ2xm47ti3LolA5x1jy31HWBxFQ8LvuJer9DC5lLaLgxLTKlPVhMsVXKOn9+J0H3r/Uwh2RTopGhYxWwCEqHKzdwBHfNfquTqHrJooi0dFZzUQ6y3gqQ9jj4spUnIZQgIDLiSRFEcUIktRIqjDHYFzj/u52ZrN5zo9NURvwISHOpzLZqVYW1hIr2yV7afJsRjfLOCUvqnT7ndF1mPOFJAzdwNDN+Vrp7w7Jsu3REAWRRDmPYZrveZlar0PFraoLxkC+UmFgNklP/erKLGfLZQYTN1TsVFliTVVskYFwHdU+L28ODNMayTCYSLKm6p3p+V/H9fYJAngcKutqYnRWRVhXU8V/eeE15m4xCM5NTHMtPsvm+hqckkJCy6PoEiH1hnvdsixe7O3jxMj4kuuFXE5+46GDfGB910J4w46xaQjIgICFgYBEQ9DPr9x/D25F4SvHTi0isE1nc3z12BnWVsXwOGz1OJZJ7xFVGV0zmBydI58tUdsYJlYX4vhrV7jvgz2cPz7I1Ngc7d111DTYvBrLtBgfjCNKIsGIF10zGB+M4wu6mRiZRRRFWuYNC7DZz7YaWpFgxIsgCos089+r8bbgqZjPsvjw5nVsaazl3z/7CkeGRhcdmy6VeOXqANua6hGADZ21RIIexuZr0a8GlmVxfHiMZOGGH1YWRR5Y084Pr/SRm8+muR4q+MC6rvckVJCvVPizt49xbRmeQkMwwL9+6AD3drYiiysXqllIr1Zk1lRF6YxF+NDGbhRJQnkfCwO9l1ClejRzllz5GLnyMfzOB+5y8bDQjEkmUv993hCQCLkfoy74f6FKjbecK4Qi1eF17MS0iojC6ubs9wOtdWEmExnKFR1dN9mxrmnFZ0gWwzjkpWXlLasbn3MfqlTHRPp3Ma0C6eJLBN0fQGD5DaFhpsiWDgEWXsdOKvooZX2QTOlNfM79wMoeZdPKMpX5Q8r6ICAR8X6cusCvI4mLuTSKVI3XsQ3DzCGJd2/crfrpGsnHeXv2Mm7JVkULqV4efmQL8jyRJTGbRVEk+ifm2N5cT8DttMsOJ5LUB2/sYg1zFlWMo8iNvHypD80w2VBfjQXzRZCyIEC7t4YWz1L3ScnIES8Noln2JBJQluYyL4e1mxtRVJlCtkQ+V7pt6drVYrKYpt4dpGIalHSNglFBfR8IhK2REKfHJgA7E6F32iY73SpItBxmsnmmszd2QEGXixq/d1nX7Ia6atyqwng6Q43PS7XPuzApvxcQBDsN8+HuTi5PxfmLIycW7TqzpTIXJ2fYXF9D2dCRBJHd1c34lRs7zWShyLfPXlriwpZFkc/u3MKj6zpv4TmYJIuHCDp3IQoKqdIRgs4diIIDj6rwxT3b6JtN8Nq1wUXne3tgmNNjE+xra77tJOkLuqmuDzF0bRpN05kYnmXN5kaunBkhHPURjHhRHTKpRJ5wzIcki3RsaEBVZcaH4mw/sIaxwThN7dWMD8WJVPmJT6RwutWF7INA2LNgOFzPQX6/IQgCLeEQ/+LAbq7OzC5juE1RqGh4VIWRySRTs1kKpQoCAmvb7vxM5isVDg0sDhH4nA7u72rn3PgUffNKjABnx6aYymRpDr+7UIFlWbx2bZBXrg0s2QxGPW5+46ED3NfVdkeOxc0QBAFJEN7TMMY/BtzqZjQzTr58nETuG3gde5CE2+sD3AzLspjLf5t85SwAXsc26oO/iSLVLTs+7fckJOGdKYG+V5iey1Ku6Ozd1EI6V+Lq8Axt9ZFVzaXXIQgCWCoB98PEc19BM6ao6GOYVglxhXLBRe0qJb0PkAm6HiJXPk5ZH7wpVBBb9nuWZZEtHSFbegsAt7qJGv8vLDEEFtqFjCwFV/1bbsaqV67+3BT3xNbR4a1FM3W+NXaEdClPQLEH0MhwgkDARZXPw6mRCWRJpKIbbKiVKOT/wiaUAJaZxJL24pRlxufSuFSbzWlhkdTyTJdSAKQqeRo9UQK3pOs5JA8mJlFHC4alIwqri9EP903jD7g5d8zWsPf6Xdz7RM9qf/6yCKhuRvNzmJaFR3GgLpNa+G5RMQw6YmFkUUSfj51fiyco6zruOygDWpbF8FyKTOnG7qs+4MfndLBcleZkochUJsvVmVmcikLHTRoL7yUUUeTh7g7+4ezFReEC07IYSiSpGAZ5vYJuGhydGWZ3VTN+1Q5PnRmf5Mr00l3dupoqPr5lwzKERwHdzFLUh5EEF2V98sYngkDI7eLzO7dwZmyS1E1EtkypzA8uXmVncwPqTTvS8+mzTJWmiKhR1vs3MBUdoGAW8G/ysyPQw3BumCljDIfuojnUwOnkaVRJpc1XxdHEETJahkBLkBb/WkYiVxhVEgSqQ6wNNbC2pxFREikVy5zLnaGcTzAmZ9jWtY24Ns1A7iJ6NkvUESFZSVLnqme4MMRa351lS98JBEFgQ201m+prlhhLM9kcmVIJj6pQHfGRyZfY0FmLpq9OnGpoLrXEO1Uf8LOxrpo11TH6Zm8YA1PZLGfGpmgKvbtQQbJY4u9OnadQWcyDUSSRz+3cwsHO1rsyBH6UIQgqEc9HKFTOkS0fIl8+hc95z6r7VzdnSRa+DxiIgpcq30+vaAj8c4JlLS5UZ6xQrv5OsI1AD6Jgz0vXeQbLX9MkWzqEYWaQpRgex3YEQSFZeJayPkCxchnZGV2h73RSxecwrSICMlHvJ1Ck1XmF7xarXr2a3DFen7nA+dQwRaOCbEmcPTJCZs6ezIv5Cgfu6yaiCPTH52gJhMiWyjgUL07nYzDv/rcv6WN7i00wa42GaYkGERHYGenECNsdeiY5yNXkJHVKlIjXQ65UxqUqTGRn8HnCaKY9cZvW6iYfUzcZ7puhe0szmWSe9CqL5NwO91S1Y2GLZrxfj0BJ02kOB/E61IXFaiyVIVko3dEYAOidji9ygXdU2eI6y2ko9M0mODI8hlO23Z81fh8DN03K7xUEQaAu4Cfm9SzhDiSLRSRBZEeskeFckol8hpxWwa860U2T168NLiE1SqLAhzevI+b1LPOQCPgdPaRKh7EsHb9z6yJX3nX+w/amel66RbDn2PAY4+ksrTft+uLlOK2eNvpy14iVY6TMJLvCe/DKXvJGjj6tlz2RvSiCglf2ESwFcMtu3KqbRHKWzcEezqbOMKtHKEtF7gnvxym5UMQbQjUur4N0Lsm2+i305foYKF9jvDjGruhuTiZP4Ff8DBUGGS2O0OhqmlcpfPdhr+Vw3RV+qzFQqGgLi2qxrFEd9pFMF3A67kxsvR4iuNXbsL62iqjHzfamep6/dHVBM0EzboQK1FVmUSx3zRPDY5yfmFryWU99LR/pWX9XCoI/6jCtAn7nQdzKevKVUyTy38Dr2M5qdOwty6JY6Z13W4NbXY/XueufvSEAUBcLkCuWGRhP4PM42N/T9o6zwHQzhWHa64gq1SGu0HeGmSZbfhuwcClrccjNCEgoUhTNmCJTegOfcx/LhQo0c45C+RxwPQyw533r51WP/jX+ejYFW0hrebyyk4fqeujZ1EIk4sPndbJrXwd1DSGuTMXZ2drAmdFJIh43DYEcujGMZRYw9AkkqQrNlDk2OMZwIsXJ4XH643O2C1mUcUkqLkml2RNDMhRODo0zm81zbHCM2Vyek0OjTBWvMlI4x0ypf54de2e0dddh6Aan377G9HiKDdvevWrTdZW96ySj9+MmlXWdqMdDle+GC28uX2AivXIFsuuoGAZXboqNSoLA+poqdMNYNkywq6mRH9+1lf3tzSSLJXqX4RW8V3DIEl7HUmNGM2zBpdOz45yZHcclKwvkwVShyJnxpZP5dU2E5WFR1ifs/xszpEvHb6QNzcOlKNzf1bYk3judzXJufGqR4aRbBoP5AXRTtw0APc/J5HGu5a4SL8epdlQTVWME1RCyKKOICoqgIAoiFbPMYH5+ApU9pLQUx+eOMZwf4tbFvGgUOZ08RaIcRxVVXJKbKkc1PtmHZlaoddYxmB+k0X3nMtDvBte9J7dewZgXxwJIpgvMJHPMzGXJr6LSWqGiLQkRqJLEzuYGJFFkc30NwVuKZJ0dn2Qq+841LyqGwQ+v9FHUFt97hyzxsS0biHrenZTrjxosq4wkhgl7PoKAQrb0BoXKuTsKrV1HUbuEadmcKY9j+zsiIP5TYHhqDq/bQcDrYmN7HSH/3d93m0RcJFX4PrqZQBQ8BN2PrcgXKGnX5rMIRHyOPYiCG1VuxKWsAyBXPoJuJpf9rqZPoZm2LoQqN6NIqwuLvxOs2jPQmx3namaCLl89yUqOlyfP4r7gorY6hLs2wIWzowSDHjyqyrHBMURBoHc6TsiZozWcAEvHNOMYRgu64cDvcvCFfVvJVzSmUksf8lpnCMsp81ZijJJuMDybJFsqo0g+AqqLtDZNSK3HIa0uzjU7lbZLUgrQd3EMt1dl/6ObVt9Ty8Ccr7omzKfqXf/7vYRmmLhUhZZwiKsztqBJQdPon51je1P9ba+XKZUZmUstvHarKh2xCCdHl5LvAHpn4rzRP0RTKMgT69cgCgLXbhFRea9gWiyRnwVwKwqKKLKzqomI002iVCCjlYhKHkaT6WWNoA211dT6fSv0hYAqV1HUR/AoHfgcmxBYmuO9qa6GsMe9iF+hGSYnR8d5fP0aZMk+t4iAJMhogoZTcuGRPWwP78An+5gpzzBeHMOwDAQExFtsbUmQiKpRNgd6kASJoBJkR3gXbslWZbsZLsnFpmAPY4VRZiuzVMwymqlRMsqIgki8HKfWWctEcZxWz+0rxb1b6MsIGimSuLBL72qpIlsoEw15ca2CQDicTHH5FkOzyudhfW01giDQFArSEQ0vksCezGQ5Oz5FYzDwjp6xyUyWM2OTS95vj0bY2/r+GlT/HGFZGmARcD3EbO7rFLULJPL/gNvRg8CdskEsyvrQ/N8yLmXlsu930SDK+ijFyuUVDylrQ1jvMKVw4RwVnasjcWbmslQ0ncaaIG310WW9A5oxQ0m7sug90ypTMSZIF18iVXgOUXBT5fsCAdeDy/aBZZlky4cwzDSSGFjwoIi48Tn3kSm9RkkboKhdQRb3LTmHZsYxzfnS0HL9it6H9wJ3RSDcGemk3h3BsEy+M3CUuUSRhvoIWkVHkmwFwofWddglh+NzDCdSSJKMoZ9CZwAsHcOYpGIdJJ6VFngFk+ksm6lddD1BEIh43ezvbKGs6zSFA1hA0GtQMcdpcm9iutS/EC64E6rqgzQlqxkfjLPr/nWs2bi6lMTb4czcKFVOH5ppkNFKdPhieJTVS7GuBrppIgBrqmO8eKXPzli2LK6sgkQ4lckyk7sRDol5PdQH/BwaGF72+MG5JHtam7g8FWcqk6Pa9/6RfYoVjXRp6b1rmE9lPJMYp6hr3FvXQWCeL9A3O7ekZoMAbGusR1mRVW9RqFzDsAqIgkJRH8Eh1yHcslDX+H00hQKLjAGA3ulZcpUKQZfdhoASoNndwlBhiJnSNKIgcip5krAaZkNgI0P5IV6a+SFVjmpaPW1MFCdwSg4a3A2E1QgN7ka8speSUcKwDI7PHaPaWcWGwCakeSNFQEAWZc6nz6Kb+oJR8PLMi/jnywxH1AiN7i1cSJ+nyd3M+xWoMi2LmWx+SRAi7HYvlOG+1D9FuaJT1nTu33XndNMTI+PM3aIYua6mitp5sR6PQ2VHcwPHhscWrqsZJm/2DfFodyfKCpoJt7vmlan4knsLsKe1kYjnn47d/k8Faz5XX5GqCXueYjx1hXTxFaKVT+NWN99hcTfQDXsnKwoKsvju0yktyoyn/guCsPKSZFkGpvXuwrutdTYPqqEqOO/VXdk5Hs99hUT+67e0wcSySoiCC5/zHiKej+N37kcQltfXMMwM2ZIdInDK7TjldkBAEMDr2IkshtDNBNnSm/gce1gcKrAwzeyCJ1MWQ9z6nBtmgYo+yhK+giDjkJsQhdWvR6s2BpySwmszFxayB3QMGupiDA/ZbmhJFAiFPLxyZYBzY5MoksS+jmbaq2uRhM2LzuWyLGK+Ub554gICAvs6m+dTwOyUwusDURZF0kVbtGZ7Sz0jiTSaVSHiKDNd6sPWTFvdJDhweZI3nz9HTX2Y6bE5HE6FjTveXahgOJdgupihZGhUTINm73ufY2yYJpphsrY6iipLC9oAfbNzFDVtQcL3VliWxWAiSa58Q5SnJRIk6HJSXqECoVdVOTo0RqFS4YUr19jZ1PCOY7S3g2VZDM0liecWP9huVWFzXQ0GFgVdQzMNjs2MsKe6GZ/ioH+Z+gpORaar6vZER4dcR2DeIi9qyzw4gEtVaI2GOX5LyuJUJksiX1gwBpq1TrKDRUJWHY6Qm+3yXuLTc8iyguiW2RPax9T0LDFvEFmSua/qfgQEHKKD1vJapq+lmREyhGI+7g08yPTkHGHFTyFjVzJTVJlSvkKPtIN4PIloSgScYUJqBN2h4/d6sSyLBncjIiK7IruRBAlzleGyu0W+XFk2DXV9bRX+eWPA5VTI5EogQKFYIeRfeXEtahpvDwwvuo+SILC7pXEhdVAUBHa1NPKVo6fJ3jR+z4xNMp3N0RBcuRTv9WvkKrbR6FIU3LLChcnpJRkoLkVmR1PDP4py6D9XCIJI0P0oifzfU9KuMZf/B1zqegRW5n7YM/X1cIuIIKxeAO12MK0iWLe7FxbvlhsT9LnYsmZ1G0HL0pYJp5rzAlAOTDNLRR9FN5MoUu2y5yjpfRS1q4CA17lrUcqfU2nFqawhVz5EtnQI3ZdCkW7MZZYFlqVzfb4ShKUFsEraFQZmf26JkaSIVbTF/hdOZfVew1UbAweqNnBPbN3Ca9Ow6C1OkiDL6EiCTKbIjl3tbKyvRpVELk7McG16loZQgOpb5DklQWBPexNbm+sRBQFFEjGxOJa4hk920emrRRVl5vIFRhIptrbU843jF9jd3sS2xk7c6rpbm3dHrNnUSG1jmPGhWUb6Z9BviR2+E7T5YowVkqiSTJXLj1t670WHDMtCN02awyGCLtfC7mYilSGRL65sDACXp+KL2LJrq2OosrQi43t/ewv3tLUsvBYElpSGfi9Q1g2eu3R1SdriupoqNtRVo4oS99S0UjI0BOx0RM0wGE8tDRH4nU6qVwwRAJikSkcQhbMIiGhmErfSCrekAEmCYEvssni6yZTKzGRzC1UhixmN469eQdcM9j6ygb4L4xTzZWqbIuj1JqmpDN/6X2/x6Z9/kFhdEHk+w8QyLfLJMm+/cB6v38WOg2s5d2wAURTIZwcJhDys3dJEc2cNF44Pkk0VGBuM07mhgYDPx9DVKYIRL6EtgUX2r7pCKtN7AcuyODk6weWpxcaAR1XnlfbshkSCHsanU/i9rkXV6ZbDSDLNpamZRe+F3C62NCxmondEw7REgpyfmF54byKT4dz4FPUB/213rn2JOQ4Nj6BKEj11tayNRRdCbDcj7HHTGn1/6h78KEGV6gm5P8hk+vdJFX9IxPs0LmXlDBXB9l3Nv7KWcHDeCQQUqvw/jVtZeW4vG6NMpf/ANhr+ERD1fJKA+9Gb3rGwLI2KMUmu9DaZ0ltky0dJFr5HQ+jf4VZ7Fo2lG1kEKUTBhVvdhGHlb5pgLDyOzeTKhylp/ZS0K8ji3kXnsD0lwvy1l/azhYlp5uzzAtfVIkXBuTq1ypuwamNAEsSF2ub2JW2BnXg8Q11DiINd3YQiXnKVCjta7XSs62lttxoD9o8UFpUmFS1YH2jkyOxVDs1eoc4VplGuIZ7Nc3p4gmJFYzqdZTiRYl3dneUbb0XfpXHeePYcHr+L5o4qNmx/9wRCwzLJaWWuq7q/H5OKaVmYpkmV10NtwLdgDCQLRcZTGZrDwWW/V9Z1rsZvLOSqJNFdY+eyLhcDBuZJkO9t+29FRTd45vxlnr14ddH7PoeDz+zoIey2iwRV3VKYKFsqL8hW34ygy0nAeTtXmEjU/ShOuRYQKRsTCMssoIIgUOv3Id2UwglQNoxF7uXmzmrmZjKUSxpta+u4enaUUMxHTaNd1XCkb5r6ligjfdPEbiqVK4gCnRsamBxJEKny4w95yKULfPSLB3nj2bPMTCQZG4gzfG2aclHD6VZweRzUNIXxBd3omi2W9Y8Fy7K4Gk/wx28eWbQ7F4CH1razo6mB66WuPS4Vh6rgdTtQb1N7/bqM9K3lsLuqojSGF+/2Ay4n25vqFxkDmmHyRv8QD63tuG2owCXLiAhkSmU0wyBXrixbcKvG50VS8kyVsjhFN5IgUTByeGQ/LslLQc/ilW9wFCwsSkaBnJ7GJwcpm0VKRhGP7KNsFNGsCh7Jj08J3q5r/9lBECRC7ieYy/8DZX2IZP47uIJd86G05SYECUm0tWMsq4Jh3pnMfOdGSPgcu/G7Dq54SKFygen0HwPv3Bi4G26XQ2nH7zx4ywJvz/VRzyeYK3yX8eR/Jl85xXjqt2mNfhlFuiHUZljZhRCBaVWYSP0PROEPF13DmJfqN60cmdKbeB27uR4qsAnqHgRkLDQMM7NEZ8Qpt9Ec+R0sy5aqjmf/N/nKyXfUN+84l8Y0LaYnU7jcKpZpcf7sCKlknrf7h5nL2/nqfqeDmczqYjwWcC07ScmosD+2jh2RDloCEQ6saaU1GuKxzWtYX19NzO+gqGdIVaaYKQ2s2j1a3xxl571rcboUJkfnmBx598S47kANj9av56HabnJamaKxVMf/3eJ6ERmPqi7sTsF2hfbNJlZk/6YKJUaT6YXXAZeT1nnRlndbne1uYVkW+XKFC5PT/PeX3uB/vPzmogXGKct8btcW7utsW1hgyoa+6LcVNW3Rd64j4HLiuG29e4tU6RDp8ilMq0xBG1jWwgZ7h3or98AwTbuewgp9ZpoWiekMs1NpyiWNSyeHSM3muHRqCOM2OfemadqV2SQBSRZxe50MXJ5g8MoEiZk0LreDbKrAzHiS8ioY+u8FLMuiMu+B+cbpC/zqt57l3C3ZG9ua6vm5/btx3dTn8bkcGzprCQfcZPPLF40CO0327YHhRd4qAdjZ3IDnljRZURDY09K06DoAp0cnFtQ4V0LA5WR9TRV1fh+mZZEtlZcthlTj92IIRc6m3qZo5LiaPUOiPEXFLJPWZjmSeIGCccOIsCyLC+mjJMpTlIwCl9LHSWuzaGaZlDbL+dRhKqvkMN0NhJv+uzo3+d270x1yMyH344BAsvisLXsryPMp4UtbpMqN81cyKGuDq85C+KfGZDzNqyf7mE3l3lGbr2eNiaKLsPtD+Fz7AShUzlConFl0bFnrp6T1zr/SKev9FLWLi/5VjBthyWzpELqZWnQOWYou8BE0YxqL8i2fhwm6HyXkeYKg+zFUeYV6MavAqj0DSzpOhK07WxkfTXLl8gQOVUZRJPwuB8eHxqjyeRiZS9MUgmLh22DZC6Vp5RHkfcTzVfid9rHdtVXUhXy4JJX7qzdhYSEKtmU/nEiRm9cqz5XK7CJIJJxFs2y1M7+yvHLTrSgWK2iaQW1jhGy6QHwqTVPHu0vT6M1M05+JY2DS5AnheR9qE4D9WEuiQHd1bKHIkAVcmYpjWBbyErlMi4lMZtEOrC7gp+oOhMBMqYQqyeQrFUaSKTpjy8sRX682d2ua1q2trhgmmWKJ8XSG/tk5+mfnSBWKi6apiMfNF3Zt5cd2bF7wFJVNg9cn+mn3R5AEkRq3j7JuLFs0yed03KE4lIWAhGVpJIqvoBlJAo5tyx7pVhVUSVryu5LzbV5uLyGKApEqP+GYj8RUmlhtkHuf7OHl75xiLp4lVhtc9loevwssOPP2NWbGU3Rvbea1751m2/41XDg+gNOt4gu4iNUGkRUJy7SYGJ7F43dS1xTBsUoFzYl0hu+eu3xbMR3DNClUNGZyOYYSSa7F55hIZxZ5SBRJ4kB7C7/6wD2LKhYCZAtlGmtCJPQ82fzKi+FoKs3FycUhAp/Twfam+iVxe0EQWFsdoyEYWJTRMpHOcn5iirrAyqGhqUyWc5NTWBY81NnBcCJJYZmxU+P3UetqYqY8TMxRz3Chl7IWJ+qoJVGZQhAE4uUJ3JJ9LQGBkBojoyUwMSmbRVKVOFFHHTXOJpKVOBFHzYq//51DXsiAMa3Sbd2/lmVhWPl5gqCAsEoCme0d+BBz+e9Q0ceYy3+PoPvRJZk31+FSuhBQsaiQr5zBskqr0ij4p0Z1xEe2UOYfXj1H0OuitS7M9u4mRPHuXaKC4MStbCTFDzCtEiVtgMB8F9ghgsPoZgoBB0H3w8grqAwWK5fJlY/Mhwp6kcUbWgKqVI0ihSnr8/wEI4Uqvx9j7C6MgalSijfjF4k5AtS5wlyYGyH7ZhlRE9E0g6c+up1A0M1uXxN9MwlShSI7WxtoDrvBFDGMUSqVk4BFRRO5MDaFW1VwyjKXJ2eoCXoYys8QUNz056aJOfwYlsFHt90oxHJhfJqB2WkiYZEqRxuGpSHehn16M1RVxuNzcuJULz17O6iuf/fyoaIgcKCmk8PxAVKV4jy7/12fdlkIgkBXVRSXopCfJ0f1J2x2fcC1lMk6MDtH/ialtY5YeNm8/ptxfGSc9ohNopNEgWy5QpV3aeqmaVl87eQ5vnby3Dv6LZIgEPa42dncwNPbNtHTULvY7WtZZLUSiXIBWRCJON1ohkFlmZ22W1EWYtfLQ8SjrsGjrqGiT5OtnF+RseyU/3/t/XeUXGl63gn+ro0b3kek9xaZ8EAB5au6q6tNkWyy2U1SlEYih06c0a5mVtpdze4ZjUbSUGa0Z4ZH0nB2JUqa0bKb4pJLNtuwu7p8VZeHtwkgvYvMyAxvr90/bmYCicwEsqpQzeYSzzk4hULce+PGNd/3fu/7vM8j7+ruV2nqbjC88YJ2D6a3LLAPHO9hfnKVtUyRtp4Epz57gGDEx+nPHtiyUb0Tw4c68XhVPJrCc185wfTEMo9+boxUWxTNp9LaFSfVHiXZGqFcrLO6VMAX1Bg82MHUtSXWlt2Aw7PPcfdKZpX/9jsv7W/jXeBXFQZTCX7m0AG+cGCIsObZMQkP96S4cGMRVZE5Nro7OctxHM7OL5G9q0TQE4tuy3jdibjfx5GO1m3BgG5ZvDE5w3PDA1vtnnejKxqhaVncyK5xa30dXbcwdiHNhr0adz46sqAQ8bShiB4K+hotWjfrzWW6fENbXikxNY1pGyzWJlFED2mtC4/o5dMSfQIQBe+WI55prWPZ5Xs45Dkb7HITV5p2//4imtJPxPcFVsu/S772Lfyew7u+K26JdwRFSqNb81Sb56kbN/GpB3/s+ReFcp2J2VXG+lroa4vj09RPVhq9Y987gzTLqWxICNt4lG7aI//3PVftpcZbTGUvYTvlO0oFGyR6KY6mDNM0Z9GtRerGNRQp/eerQHipMEN/oIX52hqTlWU+33KU8JcDrCwXmLi2zNtv3uCJp4eJxgLbavq2XaTeeAnbXkdRjyDJ/agkEIUVTNvmYEcLM+sFQKCgV3kre521Zomw4qPf28Yf3bqyPTMwGMMne2luKD/tV4HQMm30hoFl2ehN454p3P1iqVZkpV4i6QlS0GvUTJ2w+ulFx+2REAm/bysYWC6WWavWdgQDDnA1k93K5ogbYkN7WRdvQhFF3pqaJerzcrAtzc1dSFefBAJwrLON50cHOd3TSW88iipJOx5sRZToDyXINioEFQ1FlDBse0cnAbiiMfd6MQRBJOgZB0BTOtCUvZnEsiTt2qrZMM1tQ30s5TKC11aKmKbNgeM9hGN+VhbylIt1DMMkHA2QXS5Qr+kkWsJbZijpjhiO49Co6VQrDboG0kTiATILeVRNQZJE+kfbyK4U6R5qIdkSJpspUqs0aOmKk2qNEAh9+iuwZMDPC2PDPNnfzXhrmrB3pwMkbHAtkmFak/dm+DdMk7emZreEijZxvKtt12AWXBOmx3q7+ObFa9s6Ac7OL5GtVGkN7+7cWWw0uLXuCpkFVJWlWmnHcy8KghtICjJ9gTFEQaLDN0DZyKPbDYaCR4iqSXL6KpVmk8VCGcuxyTTmaFhVUp5Oqgacz8+T9Fj45RA1I86V5gqqJNG98Ww/CIiiD1XuoqZfxLAy1I3rKFLLrvfDdqpUmh+4108M4JH3EuPaCUGQifl/hnzt2zTNGQq1F9nLQEeV2whqj7Ne/X1MO0u28r/RGf2HSMJOzYwfJximzfHRTkI+Dc2jUKzsnfW7Hxx06rpbBnAVBdNbnzSNyQ1LZ/Crx/fMCgB4lWE8cjd14wrlxg+xgr+GLMU2jush7P0sxfor2E6NXPWPCHhObVznB4t9BwMN2+BKcY6S4crFXlyfJbQQ4PTJQQaGWrh2ZZFGY2cqznEMBMGPKGlY1iq2XQXJy1BLglKjyQ+u3GK4JYEsiDzfeoSGddutTHVUtFSNllAAEPCpCoJcZrLyPobTwCP6iSj7TJkIIIoiRx8b+Fgpod0wFmllurLOaKSFxWoBTXowLTZ7Iebz0RkNM5svAFCoN5jPF+iLb2dE13WDW3espnyqwlBqQ/v6HsHAeGuaVDCwYd0qMtqSpNTYuwb8UeEAt7Lr1HSDG6trPNnfw4muduJ+37Y0seXYzFcLHIq1Ml3OsVgtYtv2rjW+B6klv5tdLbhp9N0Wfm+9eBnVo5DPlnnup4/x4h+foWeohXgqxMpCnhuXF/H6PbR1xTn51NDWsW3b4eVvncfjkQlGfHT1JXn5m2fp7E9y9u1bjBzq5OIH02iaQntPgkDYyxt/domOngShqJ/9mVd/MhTrDV65Mcn0ep7TvZ080ddNbzy6w83vzntyr6BssVDi8h1kQHDb/k71dO7Z2ifgmme1hALM3cF/WSyUuLScoSUU2PU7PZKMd6NN0aeqmLa947EXcEsfoiCR8LhtYS1aFy1a17btEp5W3p2e4+/+yffuKlNdvePvE9v26YyG+Z2f+/KewcpHhYBM0PMohdqfYTs11iq/h189giRG7roXFsX6q1SbZwHQlEE0+aMJUmnKMGHvc6xVfo9C/c+2PGV2npNCPPDzlBqvYlgrFGrfxiN3kAr+CqKwewlnv8/Kp4lsvoKiSNyYXeVAXwtnrs3z/OkRxI/QQu3+DptK450tAyFZSm51QjiOQ3lDVVDAQ0h74o7ui52QxRgBz0nqxhUaxiR1Y4KAeHqLnxDSnsGnjFIzLlGsv0Su+gfEA7+IwM5Ww0+CfQcDjyVGqJoNHMcdNPWmyaWVBQzDRJJUCvkamlfduuH2RkucIgYQBA+WNQeAKDropofLiyuMtqYYbk2QKVYQBIGE53YP5q3yMpO5JRYXGkSGegBoGAYRv4+R0JM4ONStErK4v5pYPBUinnqwkpm5Zo3RcAtvZG4iixJD4U9PKhI2e+oTvLUhGtQ0TW5m13l6YHtnRK5W29aGl/D76Yjc/7dfWl5hIBnnw7lFDrSkuJXNbZNBvhOyKN4nPe/GHdZdK/pio0mxkeXaSpZvXbrOYCrOzx89yBfHhgh63BS0LEokNT9vZ2aIerwkvQGW6h9Piva2hfEnfHH22LVvuIXLlSaNuoHjOMSSQeKpIEuz6/SNtDJ8sIPv/Kf3OHyqb1vZwLEd/CEvB45206jrBMJehsY7+OEPrnDj8iJHT/cTTQR5/bsX+MovPcnMRIbRo90kW+69Ar8bm62794LjuO+rZdtbMY9uWczli8zli7wxOc1/CAR4brifv3ryCL3x6LYJfD6Tpz0VYTMu22n56nB2YWmHrkR7JMRI6t5e7i3BAOOt6W3BgG5ZvHFrhs8M9e/gywDUTYO4z8et9XVW7iFhvN/HwbQdKs3mfTgyt1Ft7tafDm4Kf2FrNbkXJDG0beUvCAIh7zNolUEaxnVK9VeYz/99ksFfwiP3IAgyll2iVH+DldK/wnYqCIJG3P9VJPGjPi8qMf/PUqh9D9Peu61YEAT86iFSwV/dsPGtkyn+L9T0K8T9X8OrjroSxYKA4zQwrHWaxhRNa56E/+e3Vr4/ajg4fHh1jny5RrZQxbSsPZ8Dy86jm3PbSwGOhWnnqTTeZq3yDUw7i2vf/AKejZ5+26lSbrwJ2KhyKz710H2ylxJB7QnWqr+P7ZQpN94k4DnF5hcrUgup0G8wn/tvsJwyS4V/QdOcJ+r7MqrcjiAoOI6OYa1iWh8/m7vvYOBacYED4Q5ulpcZCXVwvjJFOO3lO988h6JKCAgcPtbN2bkl+pMxzswuMZcr8MygQ9pvEAj8lyCINBuv4+EmUV8n70/NI4oCp/o6sR2HyUqGgu4OGAu1dVRLY269wDuTc1vncagzRVdKxnYs1pqzeKUfxTppdyzX3TJByhsk3/z0ywSiIDDaktzmYHg9k3WDro2UpOM4LBRK5Gq3a7PdsQhR3/3Pq1BvcG5hmRurazRNC8txdg0GJEHgVx49zsnue4t3WLZN3TBZLVe4ubrO5cwK02t5GqY7qOqWxZXlVf6H7Gu8P7fAf/3s47SHXYW9QrOBR5J5NN1DWNVYESu7vlB7tUnehk2u9joh7ehGQCAhCbsZGrkM/90G8b0MbJoNg1e+dZ5UW4RUaxjTsMhly3g0ZWtSlSRxR1ZBFAWe/YnDXD03x3f/4H1OPDHI0tw6l8/McPrZUa6dn0OSRURJ2JBs/vj16CPtrfz64yeR7xEQOI6Dblrk6w1mc3muLq9yfSVLboM46TiwUq7w9Q8v8N7sAn/3M0/w1EDPVlbmvYuzBH0ZJElkfLCN1uT2wLNpWvxwcnbHvTrc3kIicO90pyJJPNbXzYvXb23b/+z8EmuVKi2hne9/tlJFEkX6YjEKjQayKO0Y8B3AtH50rZrudxosFf75fUV6Ir6foDP633Nnil6V2mkN/x+Zz/39DcfAb1JqvI4ipREFFdMqYljLG4GvStz/VaK+n0C4h8LeXvCp44S8z5Cr/uE9txMEhUTgr2E7NVZLv4vllCjWX3TPS0wiiWEEQcSyq1h2AcsuocjtxHw/9ZHP6UGhPRnBqyr4vCq6YVJtGHtmprKV/8h69Y/v+lcLy65iOxVccrJCxPd5UsFf37IvbhhT1HW3ROBTj6Dsg/DnU8dQpQ6a5i3KjR+SCv4asuTy2gRBIOL7PLq5QKb0r7GcEqvlf8t69Y9QpCSi4MF26phWfk+Pg/1g38FAwaiQ16vM19ZIamHWmiWeOjqO54CCYZiEwj4URWIuV0ASBdarVU70tLNQmCeprdJsvgrImMY1kD+zNYEV6w1WS1V6kzEkQUQRJSzHpsMXJ0qI8EiYxwe7t1rOTKfJQu0KDg4+KYwq7m/ydRwHy7QRN0hHhm7tSvD6KBiPtDFTWWc80s5CLf+plwkA+uIxgppny+1vOpen0tS3Tfa3sus07ljFjKQTW+pu98JoOsnkWo6RVAJVlhlMxndl8G8yvZ/s79nXOW+2RxbqDT6YXeA/fnCec/NLWxmDpmnx3Ss3qOsm//2XPkvQ56FuGRiOxdsrMzze0oMi7Z6JaJrmNnLfLt9OzZhEt9YQBBlVShL17p62M2x7m73pJjRF2TUx4PV5eP4rxznz1k3yaxVkRSaWCOL1eSjmqyzP5yjlq7R2xVHu0Oy3LZvMQp5QxDUAMnSTnsE0X/jqSSRJpJivcuXMLIGwl9bOGKIkgiB8rLpm3O/jsb6ufd1/2HCkM0wm19b5o/NX+Pblia2Wzs0yzz/4s5f5xz/xOZ7YMIc60N9CT3scUdw9C7FULG3TCwB3kj/V3YkkivdtdT3c3kL8Lt+IhUKRy8srpIM7SwXt4RCvTc1g2zanujrJlqo7BnzHcVwuyF19258e3O+wnMp9YztXTW77RoIgEvF+ASHmYaX0O9SNKxsTbOGOb5DxyD3E/T9HIvDXtrQAdp7H5p89zlRQifu/RrH+CtZ9JhdJ9JMO/Rd4lQNkK/+Rmn4Byy6jWwtgLdyxpYgk+NHk/rs6HNxzuVsefO+TEzdUCj/ePbNtmxtzWbrbYkwurNGRiuwYOwREHGwsu4TFTg0FARlJDOGRe4j5vkzM/xUk0Z24Hceh0nxvo4tAdaWK9zAwuhOKlMLvOUrTnKRhTNEwbuIXT249m6LgIRX6FVS5jdXy71I3JrDsHJZ9p6usgChoyFKKoOdRZDHyka7NvoOBsOLj9dXL1C2d11cuI4simqwQ8m6P7IfTSc7MLfJoX5drZiJ14/W1YJo3cRwLzfslBKmXrliJUr1JWg3Qk4jg4JDXKwwF23h7bYKiXiUeDrttdBsv7EqpQqaSRfLn0MQAPcGjiML+aj3LczneeekKkUQARZEIRvwcfWzgI12su1HQ6wyH05iOhWlbWJ+SJOydaAkFSAcDW8HASqnCarm6FQzYjsPVzOrWUKJIIgdaUvsa8BqmydoG29uwrH2VFvYD1/tbIO738fnRQY50tPL/eOUtvn15YmsisB2H129N83sfnudvPnmKkUgKy7GZLedxHHfy2G1Cq+smlu2w98JXJOI9jV8ZQRQ8OOh7tks1DBNjl2Ag4FFvC884DnmjyGx1kehhD8nOMOkn/KA4tJ+M8Nrc+/Q3O+jsSLOQXaAv3c4TR09s8VSKRhljIzMylV3k4NM96OE6B/xdVKwqTUNn/HgPggeWK1keO3HMFfgaMZhWZxFrNhWzxrqeJ6KEGA72oYj7fo3vC0FwuTkH21oYSiUYa03zL15+c8s+GyBTqvDbr75NfyJGayhIvWGQWStRbxj4vAp9HbcZ7I7jcG5DRng7HL556Spv3JrmftAti8ZdQWnTtHjz1gzPDvbtIH06DgQ9KrP5AquVCn5VRbmrZdTBFbLaD9JBPz91cHTXjoSZXIGz80v33D/i/QIeuWfXz6q6jm5ZSKJIUHWfM7eHf/sDbVgWFd3A4XE6Y4cxrWvUjKsY1go4FpIYxasM4lHGqepxJnM6urmCJssk/D5CmgdRkEmHfp2Y/8vIUgJR0LAdtwRi3mUa5jgjhH2/hWW75RnDPkL+jmdAEgWCqgdRFBAFD2Hv8wS1x2gYN6kb12ia81h2BUGQkYQQqtyOpvSjyX1Id0xSYe9PoFvdOI6IJA7e8zqqUgddsX+C4xiocicV3cSwdDRZwqvsLANuBnx1w0TA9bzwqDKaR+YPXzrP4aF2YndIZzcME90eIeT7LXaTLHchIApeFCmNKnciixFM23NHZ4uDRz5G2PdbCMhYnN523XYcTYCgqiKJMunQbxDSnsJybKpGZIdmhSiAR/kiPfFHaZqXqelXMa0s4CCJQRSpDY/SjUfucTsO7iEpvRv2PYqciA0SVvwEFS8dvsSGe9vOETge8CGJIq/fmCYR8PPMoIZtl1DUkwDY1grV+jVeu97EtG2SQT9rlRrJkJ/52trWMQeDrUwVV8kVrY1UpUOp0WQis8xYv0DRyLBQu0K7d2/ZzDuxMJ2lb7SV6QlX1nXgwMcXZ9jElcISl/IOqiSzWi/R4Y/i20cU+EkQ0jR649Etvfhio8lcvsBQKo4gCFR1g6m129F8WNPo3aN1626MppMMJFxt7Mm1dWZyBXr2UDj8uBAEgXQwwH/17OPM5YqcX7ztJGfaNn966TqfHelnySwiCC4ZbL1ZJSR78Sk7H+5S01WZ29tDQcCy62Qqf4QqJREQiPme2fVFqW0MzHcj6r1t4du0dX64doaRYD9tA2lqTo1JbZr+SAeBEYVToyMs1lcoqHmOPdVP3WqyZGXox11Fl4wKmUaWvv5OIikPHk3kvexlHms5xpqeJ6cXSMXidI8nyeYzeLwKpmNRjVYYih4gpARQRYULhav0JDp2fQcfFDyyzE8fGiVTKvM7b72/rRPgamaV7129yS+dOkatoaMoEvWGjixvPx/dsnhrcmZHicCwbH44NccnwYfzS6xVajsUTkvNJvOFIp2RMB3hMIZpoSnyDjLserW+q07H3RhIxvkHX/rsrp/90fkr9wwGBEHAq47gVUd2fGZYFv/m/R/y2uQ0w8kE//DzzxHaQ03z2kqWf/DiK+iWxf/5mSd4uv/pbWp9tuNwM7vGH1y4zLtzb7JWrbnvhSTTGgrw7EAfXz04Rmvo9LZJs1hv8N9+7yVurd+v1vz+xh8X7aEQ/+RLz5PcaD12A/4gfs8x/J5j9znWbTTMXv7pq7dYLJb420/WeG5w70yNLEU2hJHcifsfvfQq5xaX+dqhcX7p5NEd29uOw+++f4bvXLuBJAj85mOP8HhHF5Ggjy8+Pup2V93xXH5v4gb/5t0Pse9blmsCBWACURD41VMn+JnxAxvXQeTWeiv/+KUJmlYTePmeR/IpKv/oC5/lQDqFVxnCqwwxXyjy9777IrnaO1vbCQhuAObx0BUJc6q7k8d7TtES2r3k+XGw72DgTG6SpXoO3Tb4bMth0mqExcU8iUQAj3Y7KvtwdpGjna10RMOcmV3k+vItRhOvIoouuc62czjSozw/fppEwIdp2xTrDSRBpMefYqayyuPJEUpGnUDYx/zcIi9dvUXM7+PC/DIHO1uRhQXink5iajvCPjMDoYiPa+fnsEyLYq7K7K2VTyxJ/ER6gJQWRBEl1ptV/PIuL/IDbj9WJJGRdJLvXb2BgzugTKyu8dxwPwBrlSrLd0ivtoaDpPcgAd6NaytZzi8sbwVfT/X37Do5flIIgkBbKMjPHh3jSmYF447abaZU5szcEgd6E6w3a3QHIoQUDa+oENxloCzW6jRME/+eGgo2dXMGj5SirF8m5X9hz8xArlbfUUeWRZFE4LbnedWsoYgy/YEuBATez10gpASYrS4iCAJL9RU0yYNHUgkrQUREss08/QE3GPDLXpbrq0xX5wkrQWRdwi97ma0u0hfo2nFOm6hYVa6XJhkPD5PWEoSUIHFP9J6uaw8CiiTx04cO8J0rE0yv3w4yLcfh5RuTfO3oOO3pCMlogLV8Be9dpbelYpmLS5m7D/tAsJAvciWzsiMYCKgqzw8ObJUggpqHkMezQ7lwpVzBsKw9OSGbEO5Rovkkw7ADZMoVbq3l8CnKPTOLdcNgcj1HwzQp3+XpYTsOb03P8lsvv87Uups29ioKHlmibhhcyaxydSXLe3ML/P3nnmUoGd96ni3bZqFYYmp9ZzlgM2snCO5ktO0z29kHX+f+8MgSpUaDiewat9ZyPDfYv6/9mqbJ9dUst9ZzSOLuXUC5Wp2Xbkxya80NdH5wY5LnBvs5Mdq56zGLjSZTufyOstWd/393uUkUhB3qllVd59b6Ok3TuuezA27WsXEXMdWwLKbX82SrVSRRQBbELbday7b5YH6RP71ynYOtLfydpx/nROdO0a6Pg4/EGRgKtbFczzFRWoQAZLNFLp6bpaMrTjTmJ5UOUW3qnJ9f5uryKsV6g8FECK//ryNvpMlsK8t6Jc+fnr9GKuinYZpossxXT46T8oQZD3chCiKKKOPg8OWjo5yfX2a5UOZUXyftCYFM06Ji5kh6+vb9MgbCXj7zU0cp5qvE0yEy87drLW4Kd2eK6X61zBtFtw7qk1SUu7wbNo9h2NaOeED8BB4Abr3e5QBsEvEmVrIYlo0iicznixTqt7W7BxLxPc2M7kbA4xrQZEoVrq9k0RT5UwkGNn/HsY424n4fmdLtFLLlOJxbWCLV4sWnqEyV1omoGmFF2lqF3IlCo0Gx3riHDa2AXxnGsPP4lSEa5iJepXdHjdJxHJaL5R198B5Z2mblrEkeGpbOWjOPR1JZba7T4+9gqb5CRA0RVcIYjmuwVDPrlM0aKc/tzIwmeiiZFVKeODm9iO04dPnaWGmsUTGrNKwmVbOG7TgYtknFrCELEiE5wOHIKBH1wXbE7ActoQAH29LbggGA2VyBlXIFx7b5k1cuEg16efL47cHccRwu7FoieDBomCZv3prh6YHebS2mk+s5VioVFElCFkU+299HMhjg1lpu2/4r5TKVpo53l4zTXxQ4jsPkeo5/+sobTK7nCKgqXx4f5fPDA8S8PnL1Gt+fuMU3L1/jg7kF/sfX3uSfvfD5rfcl4FH5O08/viNrMpFd49++9yGmbfPXjx/haPv2TKpfVbacPD8JPLK89X4tlkr3tWXfRM0wKDWayKJAS3AnN8JxHK6vZpnJuxw2x4GLSxmWSuUtWfa78XRfD6mAf1sbqmFZ/Nv3P+T66hpDiTi/dvrkNv0IQYCR1O4aArIo8ssnjzHesneXmSyKe54PwE8eGOGF0WEAdNNksVTm7Zk53pud5+ziEv/4pdf47Z9+4Z7H2C/2HQy0emPcLC9h2hZFoUbNbDLe0k1mscjEtSVaWiOEwl4+PzZIfUP5rqYbqFId255Fb246n1l4Pf08P9ZGRzSEblmslCpYjs33M+cJyV4kUWS9WWbY10mXmuaZ4b6N4+kslbKoXi91y2SudoGB4KN7nPH2B2pxZo1EOsz1C3McPt3P9PVl+kfdB9wVvtm+t2nbNM17txIt1gos14tokkJY8fJEegCPtP2Slhs7+3QlcWfg8FHQFY0Q8Wlbk+hsrkCp2STu8zKx0QkA7oQ71pra18sFcGN1nZ5YhCvLK/TGo1zNZB8Yb2A3xPw+En7/tmAAXDGlsq4T1bxUDDAdN9DZ7VzKjSaZUoXe+F7ucwKa3IFtNKlb0/il4R2rHADLdpjNF3YEbmGvRjzgoWwUkUUZr+TlQKiPy6UbhGQfvf52hoP9yAJIgkJKizNXm8ewGyw183T5OmjzJmhYdTyihkdSGQ0N0KolWayvIGAzEOgiKHsRBIlsc5X3ck0Ohg/gEVXeWz/LWHiIqBrmXOEyI8EB0lqMDm+aplXDtBsooor4KZanZFF0ry/bE12VZpO1SpWU7KO3PY4si9t8B3TL4s2pmW2ZH3CVHrV7+knsDtO2dzhdfrhhfHSn1PZoKsl4S4qaYWDZDpoi0xuP8s709rLEarnKSrmya5D5FwWmbfMH5y9xa20dVZL4tVMn+M8fOb7t+h5tayXp9/Gv336fd2bn+d7ETf7K0UOIgoBHlnmid6cwUVjz8O8/OIvtOBxtb+NLo0OfyvkrokjrRkdIplTBsOx9aYdUdJ2qbqDJColdFgK24/D2zBxVXedQa5pcrU6mUubc4jI90ciuY0VPLErPXZNqwzD4kyvXgDWX8zQ8sO/gURQETnS08Zl9Zjt2Q28sytN9Pds4S189NMa/e/8M/+s7HzCRXeP7Ezf5jdMnP3G5YN9v5PFoP4ciPaw0CkyVM+TrFW5MLXPgYAcdnbEthTVnIy0HML2WZ2a9QNIPjlPC0C9j26uInl+mVBcwwgHmc0Vs20FAYCzcSY8/hSSIZBtF8pUm33jvAi0b4h3lRpN0WOPkiAfDXsWntCAJ0q7pKkFgm9So5lX58M0JKqU6tZeapO5wlPMpKrIgot8hJ9k0zfsSjI7Fu+gLJvbsInCA1crOVZGmyPeocd8fiYCftnBoaxJdLVdYLVWIaB6u3eE979vQJdjvQ9ISDPDG5AwHW9N0xSLM5gof+xz3A0UUdxjRgDuJxFUfS9USYVXDJ7vEqv5EfFtbJbi1wxurazzau3vqDxyKzQ+oG3M4jkFAPcBuqmpVXWd6bWeqtDUUpMIyN9auo4gqff4R1ptLnI6dYqE+gyQ4fJB7nYZdxy8FgCAlY56CkWM0eAS/rPBe7hVEJA5FTpL0tHI86ioipjwxXl79JtXiEjE1RUAK4hFLOI5JwyrwTOoRXl39NlVzncORAd7Mfp+YephXVv+Ug+GTvJH9DnFPirTWQZd3+OPcgn1BENxa5d3RgGk71AyDvt4EfZ07ZW8zpQoX7jI6kkSBX3vsBJ8d/ujk3dlcnv/uuy9vIzPOFYpcyaxuCwbWajV002I6lyPq89ITjXCgJYUkitsyP6VGk+uZLGP7JNj+OCJTrvDa5DQOMNaS4ueOHNwRaGmKwtcOj/PKrWkuLmf4zrUJXhgdfiAr+08KQRDoCIcRBYH1WpW6YewrUCw3mtQNg4BH3bVtOl9v8N7cAqIg8Ex/H5Pr63zn2g3emp7lhdGhfXfX/Lhh81382YNjfPvqBDP5AucWl2laFton/E373vtycZZ31264IiaizPPxI1y5uUg06qde1xFwJ9wLC8tMZt10XLHeYKQliGOXMc1byMooivoLIKSRxBxff+c8yVCAp4d7kQSR47F+dNskU8+z2iwSUyM80tvB8Ib1bqHeYL1aRLezWI650Ung1mzuXtF5ZGmb3v3w4U70psHqUoFIPMDh07ejtaCm4lHkbWYmummxVCzfs/XoQKT1ntfMsKxtzoGbCGmeXSfB/cKvKgwk4lvEpXJTZyaXpzUcZOaOVG7c76cjsn/Rkc5omI5ICMO2mVzLMZxK7LCbfZDYFKa6G6ZtM1PJ4VUV0Btb2Zb+hOuvcOdk4ABn5hf5KycO7fGCC8S9z2F4ctT0m5Sbl4h6H99BIFwulZkv7LxXoy0pVAW6lH40ycdKY5GyWaRkFigaOUzHoGZVeDr5Jd7Mfg9FUBkPn2Cqcp3R0BFez36Xg6GT1O0aU5UJkp7bz8ym9fWB0FECcojl+hyt3m78coBsM0NQDmM6BqvNJaJqgppVIdNYoGZWMGwdj+TlYPjkhjb+pwvdsnbwXzabwnaD4zhcWFzeYR0c8/n47HD/lp32R0FHJLQlirWJhmHy1uQMT/Xf1j0QBYH5YhGvqhDYYOgfaEkS8WrbnmfTtnl3Zp6fPDjyF3JycByHieway6UyAvBMfy/xPfREEn4/j/d0cWk5w821dWZyeY6033v8+lGhNRREkUTy9QblZnNrct8s1TpslFa5LWiVr9fRLYuwphG8iy/kXpcs07k8QY/K6e4OEn4f35+4xYWlZZZL5R0ZgL9oiHg1kgE/M/kCxUbD5Tp9wkd437trkkpA0aiaDQzbpGbq3LqZoVysu6pxisSjjw/SnYjSHg0j4A72XnkdXX8fUQhiW8s0G6sgPUmuKhH0enAch5VihXjAy9vZ68xUVykZNR5LjDAQStLus2iaJvGAj5ZIEMuOI4sDGE6DulVGNy3mNuR570TU5922+p6eyFAtNzh8qp/5qVWunp3lkWdGNi6sl9Advfvg1q6vr+zuCrhfFOqNXVfXraHgJxp8xI3BbdNrwLRtrq9k6UvEttVnu2JhYv79TxTnFpboT7hGRZqicDWzuq1e/qBRNwyK9Z3ZF7+qkvIGUBUZVbyd+emIhOiIhLcFAwBXlldZLpbpju2W/rMpNc/ikVvQlE6aZgbHseAO4RfHcTi/sLzt/oNbPjrR1Y4g1LheukhCTTMcPMj7uTe4VjpHTl8j6WlBFTVkQUERVQxbv6NC5WA6JprkxcHZ1d62ala4UjxLq7cTEYkb5Ut4JI0nE59nqTGHbjXJmAt0eHvwS0EyjQUCilsuyetZLhU/pMvXT9qzfw36jwrHcVgtV3cE3LIo7kncNCybtyZnd5QIRtJJuqKRj3UeAY/K6Z5OzswtbjuXD2YXyVXrJDeIskOJODGvF8uxSfrdf+uMRhhMxncEt2fmF5nNFRi8g1T3Fwk3s2s0LQuvonCodXe/ArjtT6JIEuWmS3A73Lb39j9KJP0+vIpCpdmk0GiwSaPN1er8yx++y1q1xumuDn7x2GE3OeU4rNfqGJZFzOdyi+7EZomgouscbmuhPx4j6PEQ93nJlCucX8rQvUep4C8KrDsWUpos31cNdj/Y94w0EGil05egZNRZqK1xrTzP8MFWHn1kCEkScRyQJIGXr0/RGg7ikSVy1TqyWGIk0QEbGteiGMfjaeOzB7aTPmzHIaoGyOkVSkadsulGid88cx3dtBhqSfCZ0f6t1b4qeFFFL3P5AhOrO2Uze2LRbRNuMVfB0E1WFvOYpkUhd5tZHPZqtIaCOybuC4sZCrU6iY9RU3QchxuraywVt6+MBGAoFb8vg/leEASBwVQcn6ps1VAnVtcYTCYoNW5POCPp5EdKHWmKwhuTs6SDfsZa0tvc4h40NpUS16o7vekTAR+24NAViCALIp6Nex72ahztaOXy8nYBm0ypzJuTs3Tv2gbpUDdmaFoZcBwsp07Ic3jbFlVd59UbUzuyFO2REOOtaWrMMhgYZyx01JVhlQOcjD3NdPUGut1ktbHESnORulXDLwepWu49FxAJyCGW6rM07SYRJb7j7EJKhFPxZ/FKPqYq1+kLjGDYOiWjyFozw3j4JOv6CivNJQJKiPXmKgmPS0iKqknGwydQ9ynJ/XFR0w1uZne+Y36PQmyPlehKubytbRTcCenR3k586scj7AmCwOmeTv63985uY9TP5QtczazydNDtDpJEcUcQG/CoPDXQwwezC9vksTOlCn929QZ9T57e0wXxxxWOw1Y2K6Cq9w3c08EAXkWh2GgwX9gppvPnhajXS8jjIVOusHaHZPXNtXX+5PJVqrpBplzmJw+MbJlarVXc4DQVCOwouRYaDd6bdQWPTnS0E9Y0PLLMSCrJ61MzvDU9wxdHBv9CZoPg9ti5WHTv4VAy8UBMsfZ9NaYqK7y+eomIGuDzrUc5EunlanGRN165Rt9AmuWlPCMH2lmruHUfjyyxXq3TEdHQtOc2/LUdjOZ7mMZlVM924p8A9PhTeCWVE7F+cnqFlUqZgMfD04d6+d7lG5TqDXyqunXzbdvh1RtT23T4wV2xHO1o25bAHDrYQWYhjyCA5lNp775d4/QqMmOtKd6dmd92nMm1HB/OLfL50cGPHEUals33rt7coeDnV1UOPoCIvC0cIuH3bwUDc/ki783Ob63EZFH8yLXQw20ttIdDtIQC2I7DQSX9qZUJLMfhzcmZHbwMARhOJ3BwaFom1h0KdZIo8vRAL//fC1e3nBs3j/UnF6/y/MgAqeDdfbcifnUI3VoFATxiK4JweyXhOA5n5pc4u7CzV/yx3i5aQgHyRgIbG1lUsB2bLl8/iqCSUNNIgkRMTTBdnWA4eIiAHMLBoc3rrm/GQ8e4Xr6IIqoMBMe2HV8UJLp8/cgbNrFhJYZH8uKXgiw35mjROuj29xP3JFmuz5P2tJP0tBKQQ3glP4FmiCvFM6S1djq9nw7By3EcbmTXuJ7J7visNRTalXznOA4XF1dYvisQjng1TnZ1fKJnfyAZpyce3aZoWDdcR8Qn+ru3eAFrVbcjIxnwI4sioiDw9EAv3/jw4rZykO04fPPiNZ4d7ONg26djDbsfZKs1vn724p7lw7l8AcPe3tljOTaFjffHpyr470NsC6gqmixRxPUv+SRZzweJoMdD1OdlvlAkU6ls+ducW1zCsGwSfh+z+QJzhSLjmgcHWNngYrUEA9sI0u7zus5Uzm3XPN3diSiK+BSFR7u7eHN6lvNLGTLlCt0fM0O1X1i2zQ9uTjKzS+Z6EwOJOE/0dt+3NXDzmmy2gv4/3/2AbKVKKuDn88MDiA/AsG3fwcCN8iKPJkZYrK8zX1ujR00xNblKX1+KV35whUefGCQc8fHkYA+aIiMKIrppIglNbDsDmDg42E4VaZevtXF4ffUyDcsgrPr5THqcXKXOq+UZ/uTcFdbKNX7/vYuc7u/kSFcbzobS3tc/vLhjRdcWDnK4Y/uEG0uGiG1oppeLNS6+N0XfRjeBKAg80t3BNz68uI03UDcMfv/MRY53tZPw+/Y9UDgb7XGv3pjc8VlvIspQav8e43sh6vPSFQszk3M5AkuF0rZ+15DmoW+fYkObOL+4jE9VMCyLUqNJwzR3Zep+UjiOw9XlVb59+fqu7P2TXR3EI17CqraDMHiwvYWx1hTvzy5s2+/aSpb/dPYif/PJUzuiZMcxaZiLONgEFP8d/+6wVq3xv793bkdrVczn5YtjQ8iiSEq73VYlCiJDwYMAtHpvkxZ7/bcJfCElQkiJABBUIpyMPbXrdZAEaetYAHHPbevviHr73oWVGGFl571Mem5rnn9aLaAVXefrH14gd1cJBeBEV/uOei24tfg3p2Z2nNNQKkFP/JPVajefj7vljT+YXSBXq5MM+JlczzGVyyMKAqmAnyNtbm28Oxbh+dEB/v27Z7e1DS8WS/zrN97lH77w3C7B5I8Gy6Uy//Obb993u23unraDvtHxpEjSPf0nNrfZ5FXUDXNXF9A/D2iK7Lb04V4HB5fAfWZxiZDm4Zn+Xv740lUuLmcYb0ltBXuiINAW3u6QaDsO78zMUWnqDCbjjKQS7qJQEDjR2U7Eq7FcKnNhaZmuSPhTvdeW4/CHF6/cc5ufGR/lsZ6uPYOBMwtL/LsPzoIDDdNgvlDk3OIyM/kCUa+X33z0Ebc89ADOd9/BgOXYvJ+7Sdmoc6u8TJsSp1RrcvXKApZlMXlzhda2CJlKmavLWRYLRXriUR7pCRKQpwB3kpXlIRT1ILbjbCOE2I5N2WzQH0hzoTDLleI83f4Uv/70I1tEKwBZlLAdh2uZVX7rxde2JsNNCMBzwwO0hbe3oa0u5Zm54Q4g9WqTauX2xCkIAuOtaQZT8R3s5w/mFvm3b3/I33rq9DZZ2r3gOA6zuQK//drbrN81gEqCwHPDA/syDbofNFlmOJXgjVszgNtz3bijFdIVG/po9f5CvcFKuULQ46HUbOJTdm/b+SSwHYeJlSz//KU3WNglVXmko5WBZJx312ZpWiYh1UOnP0LE416zsObhK4cPcHExs+33WrbN7314ga5YhBfGhu8gjwr41EEsp4GDSUAddbXHHYdys8n/64cf7MgICcCzQ320R0JMrK8xHHeDt2ytytnlJSKal65wmLKuMxSLczO3jiyKXF5dBRx6I1EOpm9P1I7jMLG+RsrvJ+b1Ydk2V7KrLJSKHEimMG2bumHQE40yVyxSbDRYq1XpiUQZTSSZLRaYWF+jLxIlonmZLRY42tLKxPoaY8nUA7VxvvOcS40m/+7dM7x47daOoC3q8/K5kYFd34eVcoVz89tLBIIgcKqnk8Ce4lD7gygIPNbXxTfOXNyWdZvNFbiWyZIc8G9JakuisLWCBDdb9pXDY7x6c5qpuzQH3pya4X98+U3+T595nNbQ7ha8nyb8qsJIMrnnhF5qNJnYpVTzo8Kmo6UkCDjcpsVYG7oAm94xm0HWJp9py3lxY/vNfe/8ryJJtG5oBSyXKtiOw8qGGFNbKMRTfT1899oN3p9b4OcOj9M0LXL1OrIokg5sH+OKjSbvzs7j4LZUxn23x6/eWITBRJz35hZ4c3qWLwwPon6KpQIBGEzGiXr3Hu/747F7TuRvTM3wxtTMtn+TRZHHujv56yeO8nhv9zai/CfBvq/EU6kxKuYd2tSCSPArXupVneWlApnlAgBjbWlaw0FevzHNF8eHNtL62z21Hcfh7alZbmbXOdnVQVc0jFdVGA93UTJqDAfbqJpNLMfCo25nluZqdV6ZmOQ/vHduS23rTvQmYnz16PiO3npFlRElkWqpjuZTGTq03XEv5vfxUwdHuZbJblvRmLbNN864GYNfPn2M7mhkV997x3EwLIsLixl++/V3dpUo7UvE+OKBoQeiFuUypFMokriDpAUu8343xb574URXO1GvF02RMSyLqq7v0AD4qHA22MCGZbFarvL6rWm+/uGFHYMxuKu+Xzh2iKjXS1Lzk2/WEAVxKxAA93c/O9TP967d5LWb23XtC/UG/+wHb5Cr1vnpQ6MbQZfLGTDtPA4OVWOSoBBhLl/md985w7cuX9uRWeqMRvhrJ45Q1nUurGQYjiewHYdv3ZhgIBZjYj1LsdlgrligOxzmtZlpjre1cSu3zs+MHCC0i8jThZUMR9KtxLw+lsplXp+d5nRHJ9+9dYOkz8/l1RV+cfwwZ5cXKTWaHGtr44OlBYrNBmeXl3iis5uXp6cYiMV4cfIWKb+f9xbnGUkkkPZr8rKPe2U5DuVGk8vLK/z+mYu8OTmzpVuxdQ+A50cGGGvdWYZyHIdLSyssFbcHeiHNw6nujgfy7I+kk3RGw9y4gytUMwx+ODXL431dpIMBfKqyVR7YOm9BoDce5ZdOHeWfvvjGtiygZTt858oEmVKZX33sBCe6OvCre9teb45HD0KFD9x+8v/py1/as93vg/lF/tYff3ub9okoClslU9Oy7nsuhmVt6UBoivyRAp5X56aoGgZjiRTZWpWkz4/l2MwUCxxLt5H0+bEdhxdnbiEA3eEoU4UcEU3DKysMRuPolsVqrUpfJMrl7Aohj4YqSnSFwrSHQwiCQK7myihPZNfIVqo82dvNwdYW0sEA11azrFVrKJJIsd5AU2QS/u2Zvptr60yu5xBwCYj/4cNz2z7fHNvPLy6TKVc+Npl1P5Alib/1+Gme6d9b6VYSxHu+E/3x2IYkvMBatcql5RVUSeIXjh7imf7eBxq07jsYCCk+QsrtKMs0Ld589TqrqyUK+Sqf+dwY4bCPD+YWubG6Rqne4NsXJzjd18lAaidxamotzz9/6U0iXo2eeJQDLSmGUwk6omESXg2vpFCpWhTKeapNneVSmYuLGd6enuNGdg3d3JkWDWkefvOJR3YVoKmU6sxPruL1qeTXyoQiPlo7b5+XKAh8YXSQVyYm+eFd4iRN0+QPz13mg9kFnh3s42R3O23h0Jb4RKXZZDZX4K3JWV6fnGatsrPO7lMVfunUMTqjH81f/F7ojUcJadqOur4AjLWk9y02tInrK1m6ohHiGx0Imrx7DdJ2HD6YXdwxSey2XcMwWKvWmFzLcX0ly1KhtKsZkCKJfO3oOI/2dgEORb1O2dDRbBtV3B75hjUPv/H4I9zKru/ILuRqdf6nV3/IKzcm+dzIAOOtaWL+XmSxn7phkCmVeX/2XV6emGQmV9ihMulXVX71sRMMpxPcyt8OWJqWRUVvcqylDVWUWK1VkQWRa9kskiiQ8gXI1WtcXM1wIJHatiK5G6u1Cm3BEEdb2ji7vETdMEj4fFxdWwXcQaQ3EkUSRN5ZmMOvqBxpaeVGbp1srUZPJMr5TIb9ZHmXSiX+9NL1+xBWHQzLplBvMJ8vMrGaZXItt0PgZxPjbWn+89PHdyUtmbbNW5M7SwT9iRj9yQfjYR/zeTne2bYtGAB4f3aBfK1OplxmvVbHI7vW6gfSt8svkijywtgI1zJZ/j/nLm+bQG3H4YO5Ra6vrHG0s5Un+3oYTieI+314ZAnbcUVoio0mC4UiEytrO4SMPi5EQUBT5D0FbTyStGMFKQsCYc0NHmqGQV2/t0haVTdoWu42Ma/3IwVmK7UqggCZaoWJ3Bqpeg3TtukIhijpTZI+N81v2jZ9kRgvz07yeHs3y9USmWqF7lCEhmmyXq8xEkvgAO8tzfPlwVEEQaA9HEIWBQr1BnXD5MP5RWzH4URHO6mAn5FUktcmp7i1tk5nJEyl2SSgqtuCJ8eBd2bmKDebOMAPbk7yg5s7S7UAS6UyF5czdH6KpQIB9759EoXLF0aH+PXTrq/PQrHE/+GPv83NtXV+//wlTnZ27Eng/Tj42DkSQRBIpkM0GgbFQpVCvoZpWhi2xQvjw4R9Ggv50q4WuJvYXOnnanXOzi8hCW6k61UUVFlCFERsx6ZhmNR045510YBH5TceP8nnRwd3fchXFvL0H2hj5FAnS3PrTF5bYvTo9nasuN/H33r6URaLJWbu6iywHYfp9TzT62f4vQ/PE1DVrRRTwzSpNPVdXc3ATYP93NGDfGls+IGsjDaRDgZoCQZ2BAOaojCc3r/Y0CZWy1UmVte2VraH21t2TUHbjsPvn73Ifzp38d4HdFwuyP0mLUWS+PLBUX7l0eN4FBndMqmaBg3LfXbuvmaCIHC4vYW//cxj/NaLr+9oCdQtiw/mFjkzv4RfVfCrKqIooFsWlaZO0zB3tYzQZJn/7JEj/OT4yI7fvXkOumXRME18ikI0Fufl6SlOtLUjiQJxn4/D6Rai2r1fUFWUaJgmhu2u1BRRYiyZ5nxmeasG7zhQbDYIeTTqhoFp2+iWhSbJDMRiLJXLFJt7u6Ft4uryKv/dd1+673aOw47AaDcMJeP8N597eo82TshWqjuyYgLwSHcHIe3BiNyIgsDjfd380YUr2xYFs7k811eytEfDFBtNFFHatSTnVxX+iydPUaw3+P71m9tUEwHKzSZv3JrhrclZvIqMT1VRNjqmdMuibhg0TXPHfj9quII9bjm0ouusVir034MnlK1UqOsG0sZ+H2V0UCUJv6IwU8zjVxRKehNVcoNiw7bpj7jf27RMVqoVEl4fa/XqVrC1WCnhV1TyjTpr9RptgSCFZoPARltgMuDHKytUdJ1stcrF5QxRr5fRdBJFFDnd1cGLEzf5cGGJsFejqhu0h0PbOCulZmOrRNARDtG5i8aK7TjcWsuxXqvx5vQszw8PPhAm/qcFSRQ3FHIFemNRfvHoIf7JK2/w/twC37k2wV89enjLEfWT4mMHA6Io0NkVx+tTOXK8h0K+imFY5Kt1qrpBxOclV63dV9L3TliO66VeN/a/D7ja6X/ziVP8zKEDe7aLdA+meev7l7l2bhZJljj51E7Fts1J5v/2/DP8kx+8vkOLfRNN06Jp7iRU7QavovC1o+P85pOnPnZL1V4Iah56E1GuZFa3/Xvc7/tYGYi+RJSeWN/WACoKwo7V1yZsx3kgJkwRr8bPHzvEL58+RsSrIeBOls+1D26wpwUCys60uySKfPHAEKZl89uvvU1mF/1723EoN/Udxi67IeBR+c9OHuFXHj3hih3h1uZmCnm+OXGNQ+kWRhNJ/vj6VSzH5ieHRhAFgZenJxmKx5EEkbphcj6zTF80xiGtZdvxRUHgjbkZZot5DqZaqOo6f3DlEim/n7jPR8LrYygeZ6FUQgC+P3kTw7b50sAQr8xM8ftXLuE4Dr3RKE3L5Ig/wIuTt7ifVY4DD2TSUkSRR3o6+K+ffZyx1t1Z947jcHlpZavlaRMBj8qjPZ0PLBDelNluC4W2cYaqusEPp+b44vjQhlytviV1e/f+yYCfv/e5p/GpKt++fH0b/2QTtuNQ1Q2q+t4Lmj9vDCbctrKGYXJlZZXT3Z273hvbcbi64pZAQ5rGQOKj6SocT7dRNXQOJlqIaBq65S78srUq7QE3IBEFgcOpVhzH4ZHWdhYrJYKqxzWjazYIqR66wxHqpkHS5+dI6jbJO+b1EvCo1A23jXU2X6Q/EaMtFARB4HBbK2GvxrnFJUZTSZqWRXxDnwDcZ+/WWo5b6+sooshvPnaKnzywc4x3HId/+cN3+d33znBu0fXN2C1o+HGEKAh8cXSI70/c4t25eX7v7AUe7e50eQcP4N362MGAadq88eo1BEEgnghw+nG3/e5QRwuvXJ9EllyS1hfHd5dJVSRxi2TyceFTFU51d/Irjx3naEfbPVOhm4TBcqFGNBmkXNy9ZU4SRZ7s7yHi0/idN9/nnZm5Ha5S+4EoCHTHIvyNR47yU4dG8asPXjteFkVG0ym+c3li27zcFQ3fM029F451tO3Kh/g0EPR4ON7Vxi+eOMzpns5tQZwgCITU+68iFUnipw6N0hoO8r++9T5n55c+MqteFAT6EzF+5dETfOHA4LaUXmcozF89eBjLdoh5XdLgWq2GJiuEPW6L098+9SgRTcN24G8cPopp27sy7J/vG6DQaLguiD4fv3jwMKVmg7jXt0XCGownaJiunn7dNIh5vXhlha8dGCNXrxPRvEiCgOU4KKJIXzSK8imQB++EIkn0xiP89KED/NTB0Xt21Vi2w1tTszvKRz3xKIMPoIPmTiQDfg63t+wgEL8/O894RxrbcSg1GnuWygRBIBX08/c+9xQj6QT/7w/OM5cvfqLxSBQEIl6Nw+0tDzzw3w2CIDCcSpAOBpgvFHl9coavHhojsgthLV+r8/bsHA6bdeiP1tXRF9k949Divx1siYLAYPR26XU4tlNlMum7XeP33lGGDGkeol4vi8USF5YyFBsNjrS14lNVBKArEqYvFmU6l+faahbDskgF/Furegd4Z3aOUqNJWyjE8Y62PdPzj3V38Y1zl1gqlri4nHGzJD8GLZb7Qczr5W+cOMKVlRWmc3l+7+wF/t5nnnogmgmfIBiwaDQMevqSXLuySDjio6cvSU88ys+fDFLXXd3ovTT4nxnsI1+v8/qtGWbX85Sb+n0JMAKgyhKJgJ8j7a184cAQp3s6Ce6D5d/WFScSC/Dady7w+PNjBMN7T5aiKHCorYV/+uXP8+atGb595TpXllfJ1+r3PEdREPCpCj2xKM8O9fGlA0N0xyIfie0tCAKKJKFI7oCqSNK2FZXbDmTiPv4iI+koAY9Iw3TcXK8gMtqSRFPEjW1tQNzY3oQNX2xF3PgdgowiieCYG3a48kZa391PwEYRQZGEDQrwHdfZsQHLPf6mlbRjuX/f+EwQJCTR9WIIemTawlEOt7fweF87461pAh4f4OA4Bu7juGmbur9rJosip3s6GUoleOXGJN+5MsH1FZezYu0xsAuAV1XojkV4bniAFw4MEZM16sUGSljEMCwatSbBsI8WX4BirkqjXkcMakQkD+VCnXWahKI+pIbDeqGErMikw35KhRpWXadiCARC3q17GlRVxKaNz69RrzaRJJGYpKFKEvWqjuJV0HUTu2ISDGnEvF4EQcBybFRJoiUQ2LjjAjYOIgJRzVU2tGx7494DgoMoCEiCq89gOzaSsN2Iy3JsHMdB2rhnluNarSqiK+GtKRLJQIDBZJzHers51dOx0XIHpmMhOALiBqtcRMDB9RZZrVY4t7CEJLotmO7ldzje1UpAk7E3LHqFjX3A7SLalJsVEbeOtclOtxxry6bZcmwE3JZMWRR5cqCHF6/fRLesjX1goVBCk0RO9HcjCW7J0XIsRMSt3+qy4kVEQSSoefjFE4d5tLeL71yZ4NUbU8zmC9R1456JLwF34eBXFRIBPwPJOMc72zjW2U5fPPojCQbAVTN9oqeLb5y/xPmlZb51dYJfOHJwG8Nctyy+dfU6lzOrKKLIF0YGP5IvgW6bvLt2g4CsIQgCZaNOWovgk1UaloHt2CzU1un2J2naJpro/vbVZpGhYBtBxYvt2FwqzNG0DYaD7Sw3cqQ8YRbqOdKeMNaGJsRULseHC0vIosix9tatvJffo3K8o51LyyucWXD5BK3B4NbYWG40eXujRDDWkqJ9l4zQJoZTCboiYa6tZnlrepbPDQ38WJcK7oQgCDzW081nBvr45pXrfOfaDT4z0McTvd0/OqMix3EwHJOq2cAnadRo0DEcxdYd0v0hFkvrpI0wTdnAcix8mkbFqmI3HQKKl+bGQ+OXvViORSLo5VceO87PHBnl1nqWtVKTxXyJ1UqVYr1BoVGjaNQJKz5UWSLm89IZiZCMaIynW+iMRDAwuFOjw3Ec8nodw7YIKRo1U8dybEKql5mZFabOLbAwl+VPv/M+faNtPHrKzVqUjSY+WaVm6nhEmaDicR9qVeJLY0Mc6k4zly8wv17kwrKbWpJsCRy3fcmnqvg1hWTI7WkeSSUJaR5kUaRkNBAQ8EjyVs+8AJSMBoooEVI0ioarvy8AXfEI/+gnn9timcqiuF0vwCli1r6BIPgQlAOMRS/xL76QxxLaAQFRPcZAqg+7+RaiMobV+BaS9nkcx8CqfwvEIF87OMDpdA4EGVEeJBIcQzX/ELPaRPZ+BQQPVv0PkbQv0+K9zD96XsEURnDsVUT1+Nap2PpZbP0dEAJI2hcAEavxLWTvL2Cbl7H1DxGlOF7/C/hVk5D4Fon483jFDBhvgB0A+0ks/R2w84jKUcABwY+guCI6hm4iiAKiKFIu1V0DKlHEsmyCQQ1REhEEgYjHw+d6+ni2r5eZ9TxThQI3V9eYyxYwRYdSqY5XVUhHAqQ0H48MdDHaliLu93H9/BwfnLtMIKQxNNbB+fcmEUWBeCrEwIE2/uwPP6SjJ8HgWDv5bJlrF+Zp7Yxx6JFeXvqTswQjPpItYXqHWvjTr79LV3+Srv4Uo4e7tq5VrdLkP/2b1/nSzz3CS988R3tPAtUjc/rZUV777gUOnezlvTcm8HgUDhzponfYLTO8s3aFkOJDt01Mx2Ik2MVLK2f4YuspLMfirexlbMfmkfgox0ZCFIIyTyWP0OqN8fbaFRpWk0ORfnoDrVvvyCsrZ8nrZVJalJFQFy+vnMUreTgc7WMs2sW7hUs82TqKJRr0B9uIqgHO5m+iijLv564xEOigRYsxXV3mdPwAE+V5WrQYb2Yvc+Kgn0cFhSORQxSNEjl9na6EyJ8ufYtHYidZqC/SprUgCCJVs8pifZG8XmAwOMB4eIy3195hMDBAWktzsXiJ9eY6g8EBCnqRhfoiUTXCsehRvJKXp/p7+Jdf/UkuFq6Q1tLEPTEKeoGb1gc41RaGg0MEpAQvr7zOIzGXhPVG9i18so9+Xz8hO4Fl2fi9Kkmvj184dJCvHDrAteUsU7k8U2s5VksVCrU6Yb8Xr6rg9yiEPB4UJLpjEQ60p0j4fYQ8Gj6Pgm5aqJJErWFQa+g4QMCrUmu6QmyKcrvXX/8IJdS9oIgiP3/kID+cmWOuUORf/fBd8vU6nx3oJ+z1UKg3ePnmJL939iJN0+TR7k6+NPLROpp022SmmuNItIfZahbLthEFgbVSiaDsZSTUQdVsUrd0Pli/RdwTpGEZ9AZSNCxjIxhwmK+toYgS09UVrpUW6A+0cL20SFqL0O1L0hIM0DQtbq6tkQoEGEze5j0JwMmuDv73M+e4uLyyoTEQ2goab63nuJVdRxJFHuvpuudKOebzcayjjWurWc4uLLFaqdARfvClAttxuLa6hnYPAqEkCoymUoQ+QueXV5H5a8eP8O7cAivlCv/+g7OMtaQ/MZlw38GA4Vi8uXoJWZTp9bfw3vo1tLTKULCD2cIinb4kumrwRuYi3b40Xf4UFwtTFPQKz6QOc7OySEGvMBrq5oPcBMeiA1TNBiuNPOGAn8+19+GXNTe9Z9R5Y/UiPkljJNTJ9fI8HkmmL9DCu+vXmDTrlMtRVho5VEnhscQYYcWPblv86ewlugJR+oMJXlyaYDicoj8Y55q4ztPPjTH2dD/fW7jONTlHb63M2fV5/LKHuObjUm4ZTVL4bNsg53OLCAgcjXfwSuYGA6EEpwc70QNNDgpJnm8fJqR4EQTI63VeW75JQvNjYFB1mszk12lYJiv1Ml3+CA7Q4g2yUC3Q5g/zVmaKwXCSoKJxvbCyVeIIyB48IZnxaAtxbRcZZEcHx0DUHkcQIgTUMzw19mvYjZdw7HVEtQHCTRxjAUeKYZuzCMY1BKkFQUoiiDEGosv0hzuQvV/BrH8TSQvhWMNgF0CM4xgXsc05BPMWfqXOox1LiJ4RsANI3tttolZjGoQvg10GoQGCgtWQkX0ijhUFfgLHmkdURRwrj9XMI0urOOZNkFoRlRM41hLYZUTP81iNbyFKHSDdZn/PTK4SCGqkWiNcvTiPpikUC26Jp70rxsCwO8ldvbhAuVynvTOOuGbwtZPjrGSKvPPmBEce6ePapXl6+lLk1yoossRoayvBoJdmw+D8e1N87svHSLSEuHZhnkDIy1NfOMif/Me3SbSECUd8HH10gFDEy8pins6+JOPHuwmEvNi2w/jxHqKJIM2Gjs/v4eijAwSC21detu1Qr+nMT2cpFWokGjqmYYHjUCk3uHZhnlRLmPHjPUh3ZNPWmyXWmkUalk5UDTJTzbBcX2ehlmWlkSOi+unypfHJHr4yfBxvyOKrnY/yztpVfiJ5gGPRQSRBwrPhrGk5NkXfEsejT3GtNIsiCnwuMshIsIvp6jK98SBnDZN1O4dP8DBdXWKxrpBp5HgiMc5EeZ6hYAfZZpGrpRk6vEmW6mvMVJd5NDXC060Ks9VbtHv9rDarnPIcIKxEeD/3Aa3eFi6XrpDX87R5W/HLfg6GD3KpeJnx8DgVs8xSI4MiumWWteYaRyJHkEWJudoCHb52OrzteDbkl8NejSf6u2FtkT5/K+2+djL1DGfyGcbDY4SVMKvNLCvNLAv1RZKepKspEh7D4/g4e3mRmeUczz0yzGquzM35LI8d6mVhKsezh3o5EIyTyZWJBLwcGmwjGnQZ+MVKg++/ex1vQyQseVjOFLmYX2Kst4U3L0xyfKSTcq3JYraIbpgcGmjj/I1FNFWhq+V2ej4S+uRMcEEQGEkl+TtPP84/e/VNlkpl/pcfvsfXz15AUxTqhkFhw8jtUGuav/v0E6Q+hry6V1IJK34cJ0veqHIo2oNpW7R4o8iiiCCALEgktTALtTXiapCyUWeJdZJaaOvZ6/ImkAUJy7aZqa6S8ARZaxbp9MVpD4dwHIemaTGUiJO6o21QEASGEnFag0Gmcnk8skx643c4wLuz8xQbDZIBP8c72u65SpYEgce6O/mji1dYLJW4tLxCe+jBlwpM2+Zfv/3uPe3q/arK7/zsT3H0I5hGCYLAWDrFT4+N8m/e+/AOMuGhT6REuO9goGRU0W2TtDdG3ii76ULcNGbVbODgpieT+KOrAAAMl0lEQVQ3/x6SfQxvDBot3hgVs4Emqe7q2LGYrCxhOjZhxY8mqlTMOgHFrYnmjCJxLcjjiTHqlk4hV0I0BdJaBHAjLsMxGQi2UzUbLNdz7oOKQ9loYjvuuVSMJs7G3w3ZJhIPEBOCPK6ZlI0GpmPhk1Webx9mvlrAdpbcXnRTZ7FadH0EwkkqhqtO1+INMhpJ45NVUr7baajFQoGuQJRHUz28vTqNblvULQN5Y3UfUDxk6iXeWslSMhr0hRK0+cO0+yJcyS9zKtXNlXyGpVqRgl7HKykciLTschdcOPY6tn4BURkHRATBjyCmcOw1bP0sOHUEqQXbuIEgRrGNC0hiDFs/jyD6kbw/i9V8A8QQghgBpwyC7P4BbOMighjDNi5sTM692MZlROlum2AbW/8QQQghas9i1b+LIMaxjQsIQghLfwtBjCGIrViNHyCIEWzjEpLnKazmG1iN7yJIKRCjCFIcsHEcfRslTtdNTNNGkkSiMT8eTaFSadDTl2JuOrsVDGRXisRTIZYXc2xko1mYWaNWamDWDeLRAGbDJJ0Ok1kqYOhuGcY0LRzbIRD2Iooihm6heVVUVUYUBUzDIrOQ58J7kxw42o1tO0xeX8JxHI6c7qdWbXLpw2k6epK0dcXIrhQ5/+4kg2Pt9A5tv4fhqJ+5ySyhyGbdfSMR7UC9ppNIh7h8dpbCeoUXfv6RDR8EjaX6Gg6gijLXSrNE1ADXS7OIgshwqJMzuQnafUmGgh1uRgmRolHhUKQfn7wzHSwgoEkqSS3CXHWF+doqq40Cz6WPMV3NoIkq09VlDoX7uVaao2npRD0hvJIHSRCRBBEBGAi0c60862YNbQuv7OEHmQ8ZC7czV5ujaeuMh8cxbH3rvPySDxuH5foyQ8EhFFF20/6CxHxtAU30sFBfICgHCClhss0s87V5VNHDQs1VnQwr4a3SwW7IGQWmKtMMBQeZrk4TlANMVaaJqW7mYKoyzWBwgAO9LTiOQ3dLFFkSKNeaaKrsikTNrRLyawQ0lZDPQ9Dr2VptOo6D4zh4FJmmbjK7nKfeNChU6himzc35LL1tcYa7UjR0g7Bf2yjZOKTjQc5enwcERnvTRL1e2kJBEn7/PVfrqizTGgrSNM0dksWSKPL88CCpQICvn7vA2cVlCvU6FV1HkSS6oxGe6uvhF48eoje2s+16N3g2vs+wLMIejaFImhYtQjPUjirKODj0BFL4JY2K2UAVFTySwqFIN0lPiIjqZ6me2xqzRUHgYKSLLl+S1WaRF9qPk23cJpqGFC998Rgd4TCWY/N4bzeeu0rMCb+P092dNEyToMezJarWMAwm13O0hoIc62i7LyFQEATGWtKMt6RZKpW4vprl+aGBXfklgiAQ97n3KO737enSudu12639/W5s6mHcCVkUaQkGUCTRtQ7fBbIo8rXD45xdXGKxWOLVW1M8N9i/K2F2v9h3MKCIMoZjUTHrFPQyAgINW8cne/BKKmktiiJI+CQPaS2KfEdvuOM4NG2dhqVjOw69/jQ3you0ajHqVhPbsVFFmRavmw7XRJWyUWNdL5FruvrmluOw2iy4NUZBRBUVSkaNslmjRbudRo+oXsZjraiijF9WafOFkQWJpmWSb9a2EdO8kkJJb7DaqNC0TGxcEZF8s46zUdVcqpVIe4MciLTgEXe/XD5ZZalWZK1RdWun9TL5Zp3xaAttvjBvr0wTUDwMhVMs1opYjk19o3XOI8lkamVqpo5fVmn1hXlndXrX79mEIKUQ1VMIghccHcecxbZmEOUxLP09RHkQx84BBUTlMLZxCcfKIKrHAAfHXgOniWPcwrHXEcQYjrGEY5fAzuHYBUT1MLZ+HsfOISqjWI3v44h3k8BERHkY0fMEOHXAQlSPYevnQNaQPM9im5PY5i1AQlQOYRuXcZwaonocu/kajqPjWMs4xnUEPAiCB6x1HGsFRJclO7OhD1HIVfFoCpZpM3kjQ3vn7fseSwbJrhTx+TwUCzWmbqxQr+mMHekin6vi9ankshX8AQ+2bVMu14klAng0BX/Iy+UzM3T0JPAHPExcnOfWtSUEUcAX8NA32srnvnwMQRSYn8py/PFBjpzqxzQsvH4PB0/0Eo76MXSTRDrM4VN9+Pw7X+JQxEdmIU9bVwyfX2N5fp2piQyWZdHVn2T6xgq9Q2nWV24PkrIoYeOgCBIVs45um4yFe7hSnKbTl2KuukpYDWDYbgmvZjaoW01SWpRrpVlUUSGk+AjIt1ehlmOTaeSZrmRo9yawHIeUFmG1WWClkWMw2MFCPUvFrJHXy/QH2sjr7gKgajaomO770arFmalmqFlNQoqfbLOIT9aIqlGmqzdIaym8kkbRKFK36jTtJiDQ6+/mlZVXGQgObJ2T7dhkGit0+7vINFZo2jo5PUdCjWPj8ht6/b20e9t2BAIONgWjiF8PYOOQUOMMB4eQBJGCXqTP38t0dYaiUaTd186j8VMIgsBy2b3OjuPQaJrUmwaWZdPVEmUpW8TvVTk61MH5m4tMLa5zsP/26k0UBY4MtuEADd1AVSQWswX62uNcn1mhKx3dxhVyHJfbEfZrtCZCCAj4PAr/5WOn+OWTx1AlicA9SMaj6SS/+3M/g+M4xHYhB8uiyPGONsZb0mTKZVYr1Y3AQaE1FCS14dGw39XveEuaf3fH921yIHoCqR3bhlUf7b7b72Kr181+9AXSt6+XINIXcIPjto1xPqpuVw8M9wY48Fd+1v1sl5S3LIr8V089xq+eOoG00REC7uT7f3n2CQzLxqcq+PbR198SDPA/f/lL6JaFV5H3DMQUSeL/+uxTNEwTTZb35MDdicNtLfz7n//KvnRAREHYofLaGgryr77yE1i2Q3iP8oEgCHRGwvz2l1+gYZqIgvCJywSCs0+BattxmKwssVRfp8PnKrIFZS91S2exvuauFILt3CgvICJyINwNOFTNJi1alAuFSWpWk8FAOw4ORaOKX9IoGBXyeoWxcA9xj5tOMm2L6+V5SkaViBIgrUWxcVhvFvHLGqZtUbd0Vhp50lqUoWAHsii5+xVXGY2kMW2b15ZvoogSB6ItXMwtIQsSxxId6JZJ0zJp84W5lF9mrVGlNxjbyijk9fpWaj/frLkpqpCbYlyoFlBEibT3dgSmWybn1hepWTpDoSTXi6v4ZJXuQJRrhRVCikbM4yOsalsr//O5JdLeAD2BGBdyS8Q8PoKKh4jq43pxhaOxDvzKzsHBsatYjRcBB1EZxLEyOE4VUR5CEFPY5g0EqR3HWgRBQ1SO4FjTOHbR5RmIcWxzCsfObhzjAIKYxGq+Do6OqB4Bp4Ygj+OY13DsIqI8gGNnAGEjG7HxTJhTgIood7jnYRcR5CEc4wJgg5QGp45jLSFIbQhSH7ZxHrBxrAUEMYaoHMU2rrh8BOUoOHVs45ybbfA8TlP3UinV8Qc8NBub/AEBy7IJhbyIG/KtpmG5vACvSr2mI4oCHk1G9Sg06jp608TjVbAtB9O0CIa8G26bDoX1Kpc+dAOwgyd6mZ/OspYpMnywg0DYLQ0MjrUjCALz01kURaKlI4Zt2bz76nXKxRqReICRQ528+9p1BAG6+lOMHLqdSWk2DOYmV6lXmwRCXvxBjZWlPKvLRQZG22jvjnP57CzrK0W6B9IMHHBTnTPVDHWriYBAfWPS7fO3MlGeJ6YGmawsUTUbjIV7WG0WmKlmOBjuo80b50JhkqpZZyzcS1qLbr3H5/I3WdeLdPpStHsTLNbX6PSluF6aQxEkxsK9rDWL5PQSdUunzRsnp5cJK37O5m/Q6o3T7k2wKSibaeTo8qW5VJhCEiWOR4dYrM8TVkIkPAmulyZYaawwHBrGsHVSnjTT1WlSWhK/5CfTWKHD185sdZZefx95I49uNanbDVYaq6Q1dwJarC/hl/yMhw+gSW5Q7zgOk9UpFutLhOQg3f4urhSvIgoSLZo7GfX5e1msL+FgY9oWPX6XbFWuNVnNl+ltjXNpcomVXIWD/a3oholp2TQNk3KtiWnZHOxvJeR3v7Pa0FnOFunvSJDNV7BsB80jM7OcJxUNUCjXiQQ1FFnGtCwCXg9rBVe0x+91g1GAlvh2yfSHeIg/T+w7GHiIh3iIh3iIh3iI///Ep9uk/BAP8RAP8RAP8RA/9ngYDDzEQzzEQzzEQ/wlx8Ng4CEe4iEe4iEe4i85HgYDD/EQD/EQD/EQf8nxMBh4iId4iId4iIf4S46HwcBDPMRDPMRDPMRfcjwMBh7iIR7iIR7iIf6S42Ew8BAP8RAP8RAP8ZccD4OBh3iIh3iIh3iIv+T4/wHSnSXiR7iYXAAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:46:32.913595Z",
     "start_time": "2025-11-23T07:46:30.348329Z"
    }
   },
   "cell_type": "code",
   "source": [
    "country_sales = data.groupby(\"Country\")[\"TotalSales\"].sum().sort_values(ascending=False).head(10)\n",
    "country_sales.plot(kind=\"bar\", color=\"green\")\n",
    "plt.title(\"Top 10 Countries by Total Sales\")\n",
    "plt.ylabel(\"Total Sales\")\n",
    "plt.show()\n",
    "data[\"Month\"] = data[\"InvoiceDate\"].dt.to_period(\"M\")\n",
    "monthly_sales = data.groupby(\"Month\")[\"TotalSales\"].sum()\n",
    "monthly_sales.plot(marker=\"o\", color=\"green\")\n",
    "plt.title(\"Monthly Sales Trend\")\n",
    "plt.ylabel(\"Total Sales\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n",
    "daily_sales = data.groupby(data[\"InvoiceDate\"].dt.date)[\"TotalSales\"].sum()\n",
    "daily_sales.plot(color=\"orange\")\n",
    "plt.title(\"Daily Sales Trend\")\n",
    "plt.ylabel(\"Sales Amount\")\n",
    "plt.show()\n",
    "data[\"Weekday\"] = data[\"InvoiceDate\"].dt.day_name()\n",
    "weekday_sales = data.groupby(\"Weekday\")[\"TotalSales\"].sum().reindex(\n",
    "    [\"Monday\", \"Tuesday\", \"Wednesday\", \"Thursday\", \"Friday\", \"Saturday\", \"Sunday\"])\n",
    "sns.barplot(x=weekday_sales.index, y=weekday_sales.index, palette=\"coolwarm\")\n",
    "plt.title(\"Sales by Weekday\")\n",
    "plt.ylabel(\"Total Sales\")\n",
    "plt.show()"
   ],
   "id": "16b74e8d2ee1da65",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:46:38.589151Z",
     "start_time": "2025-11-23T07:46:37.612323Z"
    }
   },
   "cell_type": "code",
   "source": [
    "snapshot_date = data[\"InvoiceDate\"].max() + pd.Timedelta(days=1)\n",
    "rfm = data.groupby(\"Customer ID\").agg({\n",
    "    \"InvoiceDate\": lambda x: (snapshot_date - x.max()).days,\n",
    "    \"Invoice\": \"nunique\",\n",
    "    \"TotalSales\": \"sum\"\n",
    "})\n",
    "rfm.rename(columns={\"InvoiceDate\": \"Recency\", \"Invoice\": \"Frequency\", \"TotalSales\":\n",
    "    \"Monetary\"}, inplace=True)\n",
    "rfm"
   ],
   "id": "9eb7993fa39559b5",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "             Recency  Frequency  Monetary\n",
       "Customer ID                              \n",
       "12346            326         12  77556.46\n",
       "12347              2          8   5633.32\n",
       "12348             75          5   2019.40\n",
       "12349             19          4   4428.69\n",
       "12350            310          1    334.40\n",
       "...              ...        ...       ...\n",
       "18283              4         22   2736.65\n",
       "18284            432          1    461.68\n",
       "18285            661          1    427.00\n",
       "18286            477          2   1296.43\n",
       "18287             43          7   4182.99\n",
       "\n",
       "[5878 rows x 3 columns]"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Recency</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>Monetary</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Customer ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12346</th>\n",
       "      <td>326</td>\n",
       "      <td>12</td>\n",
       "      <td>77556.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12347</th>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>5633.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12348</th>\n",
       "      <td>75</td>\n",
       "      <td>5</td>\n",
       "      <td>2019.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12349</th>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>4428.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12350</th>\n",
       "      <td>310</td>\n",
       "      <td>1</td>\n",
       "      <td>334.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18283</th>\n",
       "      <td>4</td>\n",
       "      <td>22</td>\n",
       "      <td>2736.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18284</th>\n",
       "      <td>432</td>\n",
       "      <td>1</td>\n",
       "      <td>461.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18285</th>\n",
       "      <td>661</td>\n",
       "      <td>1</td>\n",
       "      <td>427.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18286</th>\n",
       "      <td>477</td>\n",
       "      <td>2</td>\n",
       "      <td>1296.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18287</th>\n",
       "      <td>43</td>\n",
       "      <td>7</td>\n",
       "      <td>4182.99</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5878 rows × 3 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:46:42.376544Z",
     "start_time": "2025-11-23T07:46:41.930608Z"
    }
   },
   "cell_type": "code",
   "source": [
    "rfm[\"R_Score\"] = pd.qcut(rfm[\"Recency\"], 4, labels=[4, 3, 2, 1])\n",
    "rfm[\"F_Score\"] = pd.qcut(rfm[\"Frequency\"].rank(method=\"first\"), 4, labels=[1, 2, 3, 4])\n",
    "rfm[\"M_Score\"] = pd.qcut(rfm[\"Monetary\"], 4, labels=[1, 2, 3, 4])\n",
    "rfm[\"RFM_Score\"] = rfm[[\"R_Score\", \"F_Score\", \"M_Score\"]].astype(int).sum(axis=1)\n",
    "\n",
    "sns.histplot(rfm[\"RFM_Score\"], bins=9, color=\"purple\")\n",
    "plt.title(\"Distribution of RFM Scores\")\n",
    "plt.show()\n",
    "rfm.head()"
   ],
   "id": "f444669be94d2728",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "             Recency  Frequency  Monetary R_Score F_Score M_Score  RFM_Score\n",
       "Customer ID                                                                 \n",
       "12346            326         12  77556.46       2       4       4         10\n",
       "12347              2          8   5633.32       4       4       4         12\n",
       "12348             75          5   2019.40       3       3       3          9\n",
       "12349             19          4   4428.69       4       3       4         11\n",
       "12350            310          1    334.40       2       1       1          4"
      ],
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Recency</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>Monetary</th>\n",
       "      <th>R_Score</th>\n",
       "      <th>F_Score</th>\n",
       "      <th>M_Score</th>\n",
       "      <th>RFM_Score</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Customer ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12346</th>\n",
       "      <td>326</td>\n",
       "      <td>12</td>\n",
       "      <td>77556.46</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12347</th>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>5633.32</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12348</th>\n",
       "      <td>75</td>\n",
       "      <td>5</td>\n",
       "      <td>2019.40</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12349</th>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>4428.69</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12350</th>\n",
       "      <td>310</td>\n",
       "      <td>1</td>\n",
       "      <td>334.40</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 13
  }
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